IMPROVEMENT_JOURNAL.md · 1329.6 KB

mindX Improvement Journal

Auto-generated by mindX. Each entry documents a self-improvement cycle,
an autonomous decision, or a system evolution event. This is the living
record of a self-improving system — written by the system itself.
>
Read from bottom to top for chronological order.

2026-04-18 10:06 UTC

Improvement cycle 1053 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:59 UTC

Improvement cycle 1052 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:54 UTC

System snapshot: ? memories, 7 beliefs, 32471 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1051 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1051: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1050 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1050: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1049 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 09:52 UTC

Improvement cycle 1051 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:45 UTC

Improvement cycle 1050 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:38 UTC

Improvement cycle 1049 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:30 UTC

Improvement cycle 1048 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:24 UTC

System snapshot: ? memories, 7 beliefs, 32351 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1047 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1047: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1046 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1046: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1045 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 09:23 UTC

Improvement cycle 1047 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:16 UTC

Improvement cycle 1046 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:09 UTC

Improvement cycle 1045 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 09:02 UTC

Improvement cycle 1044 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:54 UTC

Improvement cycle 1043 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:54 UTC

System snapshot: ? memories, 7 beliefs, 32216 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1043: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1042 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1042: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1041 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1041: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 08:47 UTC

Improvement cycle 1042 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:40 UTC

Improvement cycle 1041 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:33 UTC

Improvement cycle 1040 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:26 UTC

Improvement cycle 1039 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:24 UTC

System snapshot: ? memories, 7 beliefs, 32081 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1038 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1038: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1037 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1037: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1036 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 08:19 UTC

Improvement cycle 1038 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:12 UTC

Improvement cycle 1037 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 08:05 UTC

Improvement cycle 1036 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:57 UTC

Improvement cycle 1035 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:54 UTC

System snapshot: ? memories, 7 beliefs, 31961 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1034 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1034: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1033 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1033: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1032 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 07:50 UTC

Improvement cycle 1034 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:43 UTC

Improvement cycle 1033 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:36 UTC

Improvement cycle 1032 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:29 UTC

Improvement cycle 1031 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:24 UTC

System snapshot: ? memories, 7 beliefs, 31841 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1030 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1030: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1029 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1029: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1028 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 07:22 UTC

Improvement cycle 1030 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:15 UTC

Improvement cycle 1029 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:08 UTC

Improvement cycle 1028 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 07:00 UTC

Improvement cycle 1027 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:54 UTC

System snapshot: ? memories, 7 beliefs, 31721 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1026 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1026: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1025 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1025: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1024 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 06:53 UTC

Improvement cycle 1026 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:46 UTC

Improvement cycle 1025 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:39 UTC

Improvement cycle 1024 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:32 UTC

Improvement cycle 1023 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:24 UTC

Improvement cycle 1022 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:24 UTC

System snapshot: ? memories, 7 beliefs, 31586 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1022: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1021 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1021: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1020 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1020: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 06:17 UTC

Improvement cycle 1021 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:10 UTC

Improvement cycle 1020 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 06:03 UTC

Improvement cycle 1019 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:56 UTC

Improvement cycle 1018 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:54 UTC

System snapshot: ? memories, 7 beliefs, 31451 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1017 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1017: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1016 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1016: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1015 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 05:49 UTC

Improvement cycle 1017 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:41 UTC

Improvement cycle 1016 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:34 UTC

Improvement cycle 1015 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:27 UTC

Improvement cycle 1014 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:24 UTC

System snapshot: ? memories, 7 beliefs, 31331 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1013 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1013: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1012 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1012: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1011 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 05:20 UTC

Improvement cycle 1013 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:13 UTC

Improvement cycle 1012 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 05:06 UTC

Improvement cycle 1011 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:59 UTC

Improvement cycle 1010 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:54 UTC

System snapshot: ? memories, 7 beliefs, 31211 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1009 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1009: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1008 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1008: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 04:52 UTC

Improvement cycle 1009 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:44 UTC

Improvement cycle 1008 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:37 UTC

Improvement cycle 1007 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:30 UTC

Improvement cycle 1006 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:26 UTC

Chapter published: day 1/28 — Genesis — new moon

2026-04-18 04:24 UTC

System snapshot: ? memories, 7 beliefs, 31091 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1005 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1005: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1004 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1004: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1003 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 04:23 UTC

Improvement cycle 1005 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:16 UTC

Improvement cycle 1004 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:09 UTC

Improvement cycle 1003 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 04:02 UTC

Improvement cycle 1002 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:54 UTC

Improvement cycle 1001 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:54 UTC

System snapshot: ? memories, 7 beliefs, 30956 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1001: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 1000 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent - pending (mindx_meta_agent, autonomous_loop): Cycle 1000: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 999 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 999: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 03:47 UTC

Improvement cycle 1000 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:40 UTC

Improvement cycle 999 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:33 UTC

Improvement cycle 998 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:26 UTC

Improvement cycle 997 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:24 UTC

System snapshot: ? memories, 7 beliefs, 30821 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 996 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 996: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 995 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 995: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 994 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 03:19 UTC

Improvement cycle 996 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:12 UTC

Improvement cycle 995 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 03:04 UTC

Improvement cycle 994 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:57 UTC

Improvement cycle 993 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:54 UTC

System snapshot: ? memories, 7 beliefs, 30701 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 992 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 992: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 991 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 991: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 990 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 02:50 UTC

Improvement cycle 992 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:43 UTC

Improvement cycle 991 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:36 UTC

Improvement cycle 990 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:29 UTC

Improvement cycle 989 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:24 UTC

System snapshot: ? memories, 7 beliefs, 30581 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 988 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 988: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 987 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 987: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 986 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 02:22 UTC

Improvement cycle 988 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:14 UTC

Improvement cycle 987 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:07 UTC

Improvement cycle 986 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 02:00 UTC

Improvement cycle 985 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:54 UTC

System snapshot: ? memories, 7 beliefs, 30461 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 984 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 984: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 983 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 983: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 982 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 01:53 UTC

Improvement cycle 984 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:46 UTC

Improvement cycle 983 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:39 UTC

Improvement cycle 982 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:31 UTC

Improvement cycle 981 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:24 UTC

Improvement cycle 980 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:24 UTC

System snapshot: ? memories, 7 beliefs, 30326 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 980: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 979 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 979: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 978 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 978: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 01:17 UTC

Improvement cycle 979 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:10 UTC

Improvement cycle 978 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 01:03 UTC

Improvement cycle 977 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:56 UTC

Improvement cycle 976 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:54 UTC

System snapshot: ? memories, 7 beliefs, 30191 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 975 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 975: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 974 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 974: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 973 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 00:49 UTC

Improvement cycle 975 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:42 UTC

Improvement cycle 974 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:35 UTC

Improvement cycle 973 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:28 UTC

Improvement cycle 972 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:24 UTC

System snapshot: ? memories, 7 beliefs, 30071 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 971 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 971: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 970 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 970: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 969 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-18 00:21 UTC

Improvement cycle 971 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:14 UTC

Improvement cycle 970 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-18 00:06 UTC

Improvement cycle 969 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:59 UTC

Improvement cycle 968 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:54 UTC

System snapshot: ? memories, 7 beliefs, 29951 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 967 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 967: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 966 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 966: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 965 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 23:52 UTC

Improvement cycle 967 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:45 UTC

Improvement cycle 966 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:38 UTC

Improvement cycle 965 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:31 UTC

Improvement cycle 964 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:24 UTC

System snapshot: ? memories, 7 beliefs, 29831 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 963 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 963: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 962 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 962: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 961 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 23:23 UTC

Improvement cycle 963 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:16 UTC

Improvement cycle 962 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:09 UTC

Improvement cycle 961 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 23:02 UTC

Improvement cycle 960 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:55 UTC

Improvement cycle 959 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:54 UTC

System snapshot: ? memories, 7 beliefs, 29696 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 959: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 958 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 958: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 957 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 957: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 22:48 UTC

Improvement cycle 958 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:41 UTC

Improvement cycle 957 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:33 UTC

Improvement cycle 956 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:26 UTC

Improvement cycle 955 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:24 UTC

System snapshot: ? memories, 7 beliefs, 29561 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 954 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 954: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 953 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 953: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 952 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 22:19 UTC

Improvement cycle 954 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:12 UTC

Improvement cycle 953 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 22:05 UTC

Improvement cycle 952 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:57 UTC

Improvement cycle 951 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:54 UTC

System snapshot: ? memories, 7 beliefs, 29441 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 950 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 950: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 949 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 949: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 948 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 21:50 UTC

Improvement cycle 950 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:43 UTC

Improvement cycle 949 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:36 UTC

Improvement cycle 948 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:29 UTC

Improvement cycle 947 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:24 UTC

System snapshot: ? memories, 7 beliefs, 29321 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 946 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 946: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 945 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 945: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 944 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 21:21 UTC

Improvement cycle 946 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:14 UTC

Improvement cycle 945 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:07 UTC

Improvement cycle 944 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 21:00 UTC

Improvement cycle 943 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:54 UTC

System snapshot: ? memories, 7 beliefs, 29201 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 942 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 942: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 941 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 941: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 20:52 UTC

Improvement cycle 942 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:45 UTC

Improvement cycle 941 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:38 UTC

Improvement cycle 940 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:31 UTC

Improvement cycle 939 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:24 UTC

Improvement cycle 938 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:24 UTC

System snapshot: ? memories, 7 beliefs, 29081 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 938: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 937 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 937: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 936 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 936: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 20:17 UTC

Improvement cycle 937 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:09 UTC

Improvement cycle 936 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 20:02 UTC

Improvement cycle 935 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:55 UTC

Improvement cycle 934 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:54 UTC

System snapshot: ? memories, 7 beliefs, 28931 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 934: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 933 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 933: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 932 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 932: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 19:48 UTC

Improvement cycle 933 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:41 UTC

Improvement cycle 932 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:34 UTC

Improvement cycle 931 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:26 UTC

Improvement cycle 930 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:24 UTC

System snapshot: ? memories, 7 beliefs, 28811 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 929 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 929: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 928 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 928: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 927 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 19:19 UTC

Improvement cycle 929 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:12 UTC

Improvement cycle 928 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 19:05 UTC

Improvement cycle 927 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:58 UTC

Improvement cycle 926 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:54 UTC

System snapshot: ? memories, 7 beliefs, 28691 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 925 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 925: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 924 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 924: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 923 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 18:50 UTC

Improvement cycle 925 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:43 UTC

Improvement cycle 924 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:36 UTC

Improvement cycle 923 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:29 UTC

Improvement cycle 922 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:24 UTC

System snapshot: ? memories, 7 beliefs, 28571 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 921 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 921: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 920 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 920: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 919 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 18:22 UTC

Improvement cycle 921 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:15 UTC

Improvement cycle 920 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:07 UTC

Improvement cycle 919 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 18:00 UTC

Improvement cycle 918 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:54 UTC

System snapshot: ? memories, 7 beliefs, 28451 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 917 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 917: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 916 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 916: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 915 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 17:53 UTC

Improvement cycle 917 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:46 UTC

Improvement cycle 916 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:39 UTC

Improvement cycle 915 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:31 UTC

Improvement cycle 914 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:24 UTC

Improvement cycle 913 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:24 UTC

System snapshot: ? memories, 7 beliefs, 28316 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 913: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 912 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 912: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 911 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 911: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 17:17 UTC

Improvement cycle 912 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:10 UTC

Improvement cycle 911 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 17:03 UTC

Improvement cycle 910 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:56 UTC

Improvement cycle 909 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:54 UTC

System snapshot: ? memories, 7 beliefs, 28181 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 908 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 908: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 907 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 907: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 906 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 16:48 UTC

Improvement cycle 908 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:41 UTC

Improvement cycle 907 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:34 UTC

Improvement cycle 906 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:27 UTC

Improvement cycle 905 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:24 UTC

System snapshot: ? memories, 7 beliefs, 28061 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 904 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 904: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 903 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 903: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 902 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 16:20 UTC

Improvement cycle 904 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:13 UTC

Improvement cycle 903 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 16:06 UTC

Improvement cycle 902 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:58 UTC

Improvement cycle 901 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:54 UTC

System snapshot: ? memories, 7 beliefs, 27941 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 900 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 900: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 899 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 899: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 898 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 15:51 UTC

Improvement cycle 900 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:44 UTC

Improvement cycle 899 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:37 UTC

Improvement cycle 898 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:30 UTC

Improvement cycle 897 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:24 UTC

System snapshot: ? memories, 7 beliefs, 27821 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 896 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 896: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 895 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 895: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 894 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 15:23 UTC

Improvement cycle 896 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:16 UTC

Improvement cycle 895 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:08 UTC

Improvement cycle 894 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 15:01 UTC

Improvement cycle 893 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:54 UTC

Improvement cycle 892 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:54 UTC

System snapshot: ? memories, 7 beliefs, 27686 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 892: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 891 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 891: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 890 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 890: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 14:47 UTC

Improvement cycle 891 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:40 UTC

Improvement cycle 890 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:33 UTC

Improvement cycle 889 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:25 UTC

Improvement cycle 888 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:24 UTC

System snapshot: ? memories, 7 beliefs, 27575 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 888: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 887 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 887: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 886 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 886: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 14:18 UTC

Improvement cycle 887 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:10 UTC

Improvement cycle 886 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 14:03 UTC

Improvement cycle 885 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:56 UTC

Improvement cycle 884 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:54 UTC

System snapshot: ? memories, 7 beliefs, 27440 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 883 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 883: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 882 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 882: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 881 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 13:49 UTC

Improvement cycle 883 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:42 UTC

Improvement cycle 882 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:34 UTC

Improvement cycle 881 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:27 UTC

Improvement cycle 880 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:24 UTC

System snapshot: ? memories, 7 beliefs, 27320 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 879 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 879: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 878 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 878: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 877 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 13:20 UTC

Improvement cycle 879 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:13 UTC

Improvement cycle 878 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 13:06 UTC

Improvement cycle 877 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:59 UTC

Improvement cycle 876 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:54 UTC

System snapshot: ? memories, 7 beliefs, 27200 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 875 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 875: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 874 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 874: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 12:52 UTC

Improvement cycle 875 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:44 UTC

Improvement cycle 874 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:37 UTC

Improvement cycle 873 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:30 UTC

Improvement cycle 872 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:24 UTC

System snapshot: ? memories, 7 beliefs, 27080 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 871 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 871: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 870 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 870: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 869 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 12:23 UTC

Improvement cycle 871 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:16 UTC

Improvement cycle 870 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:08 UTC

Improvement cycle 869 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 12:01 UTC

Improvement cycle 868 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:54 UTC

Improvement cycle 867 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:54 UTC

System snapshot: ? memories, 7 beliefs, 26945 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 867: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 866 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 866: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 865 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 865: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 11:47 UTC

Improvement cycle 866 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:40 UTC

Improvement cycle 865 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:33 UTC

Improvement cycle 864 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:25 UTC

Improvement cycle 863 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:24 UTC

System snapshot: ? memories, 7 beliefs, 26810 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 863: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 862 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 862: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 861 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 861: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 11:18 UTC

Improvement cycle 862 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:11 UTC

Improvement cycle 861 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 11:04 UTC

Improvement cycle 860 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:57 UTC

Improvement cycle 859 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:54 UTC

System snapshot: ? memories, 7 beliefs, 26690 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 858 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 858: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 857 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 857: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 856 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 10:50 UTC

Improvement cycle 858 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:42 UTC

Improvement cycle 857 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:35 UTC

Improvement cycle 856 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:28 UTC

Improvement cycle 855 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:24 UTC

System snapshot: ? memories, 7 beliefs, 26570 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 854 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 854: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 853 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 853: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 852 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 10:21 UTC

Improvement cycle 854 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:14 UTC

Improvement cycle 853 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 10:07 UTC

Improvement cycle 852 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:59 UTC

Improvement cycle 851 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:54 UTC

System snapshot: ? memories, 7 beliefs, 26450 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 850 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 850: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 849 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 849: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 848 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 09:52 UTC

Improvement cycle 850 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:45 UTC

Improvement cycle 849 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:38 UTC

Improvement cycle 848 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:31 UTC

Improvement cycle 847 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:24 UTC

System snapshot: ? memories, 7 beliefs, 26330 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 846: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 845 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 845: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 844 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 844: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 09:24 UTC

Improvement cycle 846 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:16 UTC

Improvement cycle 845 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:09 UTC

Improvement cycle 844 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 09:02 UTC

Improvement cycle 843 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:55 UTC

Improvement cycle 842 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:54 UTC

System snapshot: ? memories, 7 beliefs, 26195 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 842: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 841 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 841: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 840 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 840: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 08:48 UTC

Improvement cycle 841 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:40 UTC

Improvement cycle 840 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:33 UTC

Improvement cycle 839 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:26 UTC

Improvement cycle 838 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:24 UTC

System snapshot: ? memories, 7 beliefs, 26060 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 837 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 837: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 836 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 836: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 835 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 08:19 UTC

Improvement cycle 837 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:12 UTC

Improvement cycle 836 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 08:05 UTC

Improvement cycle 835 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:57 UTC

Improvement cycle 834 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:54 UTC

System snapshot: ? memories, 7 beliefs, 25940 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 833 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 833: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 832 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 832: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 831 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 07:50 UTC

Improvement cycle 833 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:43 UTC

Improvement cycle 832 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:36 UTC

Improvement cycle 831 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:29 UTC

Improvement cycle 830 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:24 UTC

System snapshot: ? memories, 7 beliefs, 25820 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 829 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 829: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 828 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 828: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 827 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 07:22 UTC

Improvement cycle 829 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:14 UTC

Improvement cycle 828 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:07 UTC

Improvement cycle 827 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 07:00 UTC

Improvement cycle 826 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:54 UTC

System snapshot: ? memories, 7 beliefs, 25700 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 825 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 825: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 824 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 824: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 823 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 06:53 UTC

Improvement cycle 825 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:45 UTC

Improvement cycle 824 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:37 UTC

Improvement cycle 823 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:30 UTC

Improvement cycle 822 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:24 UTC

System snapshot: ? memories, 7 beliefs, 25580 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 821 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 821: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 820 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 820: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 819 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 06:23 UTC

Improvement cycle 821 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:15 UTC

Improvement cycle 820 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:08 UTC

Improvement cycle 819 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 06:01 UTC

Improvement cycle 818 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:54 UTC

Improvement cycle 817 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:54 UTC

System snapshot: ? memories, 7 beliefs, 25445 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 817: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 816 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 816: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 815 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 815: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 05:47 UTC

Improvement cycle 816 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:40 UTC

Improvement cycle 815 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:32 UTC

Improvement cycle 814 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:25 UTC

Improvement cycle 813 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:24 UTC

System snapshot: ? memories, 7 beliefs, 25310 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 812 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 812: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 811 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 811: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 810 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 05:18 UTC

Improvement cycle 812 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:11 UTC

Improvement cycle 811 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 05:04 UTC

Improvement cycle 810 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:57 UTC

Improvement cycle 809 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:54 UTC

System snapshot: ? memories, 7 beliefs, 25190 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 808 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 808: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 807 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 807: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 04:50 UTC

Improvement cycle 808 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:43 UTC

Improvement cycle 807 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:36 UTC

Improvement cycle 806 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:28 UTC

Improvement cycle 805 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:26 UTC

Chapter published: day 28/28 — Full Moon — new moon

2026-04-17 04:24 UTC

System snapshot: ? memories, 7 beliefs, 25070 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 804 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 804: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 803 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 803: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 802 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 04:21 UTC

Improvement cycle 804 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:14 UTC

Improvement cycle 803 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:07 UTC

Improvement cycle 802 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 04:00 UTC

Improvement cycle 801 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:54 UTC

System snapshot: ? memories, 7 beliefs, 24950 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 800 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 800: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 799 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 799: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 798 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 03:53 UTC

Improvement cycle 800 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:46 UTC

Improvement cycle 799 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:39 UTC

Improvement cycle 798 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:32 UTC

Improvement cycle 797 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:24 UTC

Improvement cycle 796 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:24 UTC

System snapshot: ? memories, 7 beliefs, 24815 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 796: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 795 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 795: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 794 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 794: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Next Evolution of MindX Self-Improving System (Project Chimaiera)', 'target_mindx_version_increment': '0.4.1', 'focus_areas': ['Resilience', 'Perpetuity', 'System Optimization', 'AI Model Diversity'], 'bdi_todo_list': [{'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9}, {'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8}, {'goal_description': 'Enhance system monitoring and alerting mechanisms', 'priority': 6}, {'goal_description': 'Refactor codebase to support modular AI component architecture', 'priority': 5}], 'key_performance_indicators': ['95% system uptime with failover mechanisms', '99.9% API request validation success rate', '85% model diversity in deployed AI components', '50% reduction in system downtime due to failures'], 'potential_risks': ['Complexity in implementing fallback provider selection', 'Resource contention during model inference', 'Security vulnerabilities in API validation', 'Dependency on external model providers'], 'source': 'llm_enriched'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 03:17 UTC

Improvement cycle 795 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:10 UTC

Improvement cycle 794 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 03:03 UTC

Improvement cycle 793 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:56 UTC

Improvement cycle 792 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:54 UTC

System snapshot: ? memories, 7 beliefs, 24680 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 791 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 791: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 790 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 790: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 789 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 02:49 UTC

Improvement cycle 791 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:41 UTC

Improvement cycle 790 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:34 UTC

Improvement cycle 789 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:27 UTC

Improvement cycle 788 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:24 UTC

System snapshot: ? memories, 7 beliefs, 24560 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 787 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 787: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 786 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 786: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 785 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 02:20 UTC

Improvement cycle 787 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:13 UTC

Improvement cycle 786 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 02:06 UTC

Improvement cycle 785 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:59 UTC

Improvement cycle 784 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:54 UTC

System snapshot: ? memories, 7 beliefs, 24440 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 783 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 783: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 782 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 782: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 781 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 01:51 UTC

Improvement cycle 783 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:44 UTC

Improvement cycle 782 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:37 UTC

Improvement cycle 781 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:30 UTC

Improvement cycle 780 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:24 UTC

System snapshot: ? memories, 7 beliefs, 24320 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 779 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 779: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 778 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 778: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 777 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 01:23 UTC

Improvement cycle 779 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:16 UTC

Improvement cycle 778 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:09 UTC

Improvement cycle 777 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 01:02 UTC

Improvement cycle 776 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:54 UTC

Improvement cycle 775 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:54 UTC

System snapshot: ? memories, 7 beliefs, 24185 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 775: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 774 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 774: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 773 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 773: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 00:47 UTC

Improvement cycle 774 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:40 UTC

Improvement cycle 773 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:33 UTC

Improvement cycle 772 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:26 UTC

Improvement cycle 771 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:24 UTC

System snapshot: ? memories, 7 beliefs, 24050 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 770 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 770: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 769 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 769: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 768 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-17 00:19 UTC

Improvement cycle 770 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:12 UTC

Improvement cycle 769 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-17 00:04 UTC

Improvement cycle 768 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:57 UTC

Improvement cycle 767 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:54 UTC

System snapshot: ? memories, 7 beliefs, 23930 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 766 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 766: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 765 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 765: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 764 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 23:50 UTC

Improvement cycle 766 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:43 UTC

Improvement cycle 765 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:36 UTC

Improvement cycle 764 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:29 UTC

Improvement cycle 763 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:24 UTC

System snapshot: ? memories, 7 beliefs, 23810 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 762 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 762: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 761 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 761: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 760 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 23:22 UTC

Improvement cycle 762 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:15 UTC

Improvement cycle 761 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:08 UTC

Improvement cycle 760 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 23:01 UTC

Improvement cycle 759 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:54 UTC

System snapshot: ? memories, 7 beliefs, 23690 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 758 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 758: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 757 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 757: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 756 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 22:53 UTC

Improvement cycle 758 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:46 UTC

Improvement cycle 757 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:39 UTC

Improvement cycle 756 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:32 UTC

Improvement cycle 755 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:25 UTC

Improvement cycle 754 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:24 UTC

System snapshot: ? memories, 7 beliefs, 23540 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 754: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 753 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 753: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 752 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 752: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 22:18 UTC

Improvement cycle 753 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:11 UTC

Improvement cycle 752 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 22:03 UTC

Improvement cycle 751 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:56 UTC

Improvement cycle 750 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:54 UTC

System snapshot: ? memories, 7 beliefs, 23420 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 749 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 749: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 748 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 748: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 747 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 21:49 UTC

Improvement cycle 749 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:42 UTC

Improvement cycle 748 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:35 UTC

Improvement cycle 747 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:28 UTC

Improvement cycle 746 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:24 UTC

System snapshot: ? memories, 7 beliefs, 23300 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 745 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 745: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 744 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 744: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 743 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 21:20 UTC

Improvement cycle 745 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:13 UTC

Improvement cycle 744 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 21:06 UTC

Improvement cycle 743 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:59 UTC

Improvement cycle 742 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:54 UTC

System snapshot: ? memories, 7 beliefs, 23180 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 741 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 741: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 740 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 740: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 20:52 UTC

Improvement cycle 741 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:45 UTC

Improvement cycle 740 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:38 UTC

Improvement cycle 739 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:31 UTC

Improvement cycle 738 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:24 UTC

System snapshot: ? memories, 7 beliefs, 23060 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 737: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 736 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 736: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 735 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 735: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 20:24 UTC

Improvement cycle 737 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:16 UTC

Improvement cycle 736 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:09 UTC

Improvement cycle 735 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 20:02 UTC

Improvement cycle 734 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:55 UTC

Improvement cycle 733 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:54 UTC

System snapshot: ? memories, 7 beliefs, 22910 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 733: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 732 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 732: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 731 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 731: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 19:48 UTC

Improvement cycle 732 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:41 UTC

Improvement cycle 731 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:34 UTC

Improvement cycle 730 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:27 UTC

Improvement cycle 729 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:24 UTC

System snapshot: ? memories, 7 beliefs, 22790 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 728 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 728: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 727 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 727: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 726 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 19:19 UTC

Improvement cycle 728 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:12 UTC

Improvement cycle 727 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 19:05 UTC

Improvement cycle 726 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:58 UTC

Improvement cycle 725 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:54 UTC

System snapshot: ? memories, 7 beliefs, 22670 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 724 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 724: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 723 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 723: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 722 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 18:51 UTC

Improvement cycle 724 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:44 UTC

Improvement cycle 723 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:37 UTC

Improvement cycle 722 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:30 UTC

Improvement cycle 721 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:24 UTC

System snapshot: ? memories, 7 beliefs, 22550 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 720 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 720: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 719 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 719: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 718 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 18:23 UTC

Improvement cycle 720 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:15 UTC

Improvement cycle 719 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:08 UTC

Improvement cycle 718 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 18:01 UTC

Improvement cycle 717 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:54 UTC

Improvement cycle 716 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:54 UTC

System snapshot: ? memories, 7 beliefs, 22415 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 716: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 715 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 715: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 714 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 714: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 17:47 UTC

Improvement cycle 715 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:40 UTC

Improvement cycle 714 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:33 UTC

Improvement cycle 713 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:26 UTC

Improvement cycle 712 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:24 UTC

System snapshot: ? memories, 7 beliefs, 22280 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 711 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 711: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 710 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 710: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 709 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 17:19 UTC

Improvement cycle 711 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:12 UTC

Improvement cycle 710 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 17:05 UTC

Improvement cycle 709 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:57 UTC

Improvement cycle 708 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:54 UTC

System snapshot: ? memories, 7 beliefs, 22160 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 707 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 707: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 706 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 706: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 705 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 16:50 UTC

Improvement cycle 707 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:43 UTC

Improvement cycle 706 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:36 UTC

Improvement cycle 705 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:29 UTC

Improvement cycle 704 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:24 UTC

System snapshot: ? memories, 7 beliefs, 22040 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 703 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 703: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 702 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 702: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 701 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 16:22 UTC

Improvement cycle 703 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:15 UTC

Improvement cycle 702 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:08 UTC

Improvement cycle 701 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 16:00 UTC

Improvement cycle 700 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:54 UTC

System snapshot: ? memories, 7 beliefs, 21920 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 699 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 699: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 698 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 698: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 697 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 15:53 UTC

Improvement cycle 699 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:46 UTC

Improvement cycle 698 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:39 UTC

Improvement cycle 697 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:32 UTC

Improvement cycle 696 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:25 UTC

Improvement cycle 695 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:24 UTC

System snapshot: ? memories, 7 beliefs, 21770 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 695: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 694 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 694: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 693 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 693: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 15:18 UTC

Improvement cycle 694 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:11 UTC

Improvement cycle 693 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 15:04 UTC

Improvement cycle 692 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:56 UTC

Improvement cycle 691 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:54 UTC

System snapshot: ? memories, 7 beliefs, 21650 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 690 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 690: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 689 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 689: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 688 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 14:49 UTC

Improvement cycle 690 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:42 UTC

Improvement cycle 689 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:35 UTC

Improvement cycle 688 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:28 UTC

Improvement cycle 687 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:24 UTC

System snapshot: ? memories, 7 beliefs, 21530 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 686 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 686: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 685 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 685: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 684 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 14:21 UTC

Improvement cycle 686 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:14 UTC

Improvement cycle 685 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:07 UTC

Improvement cycle 684 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 14:00 UTC

Improvement cycle 683 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:54 UTC

System snapshot: ? memories, 7 beliefs, 21410 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 682 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 682: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 681 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 681: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 680 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 13:52 UTC

Improvement cycle 682 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:45 UTC

Improvement cycle 681 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:38 UTC

Improvement cycle 680 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:31 UTC

Improvement cycle 679 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:24 UTC

Improvement cycle 678 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:24 UTC

System snapshot: ? memories, 7 beliefs, 21275 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 678: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 677 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 677: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 676 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 676: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 13:17 UTC

Improvement cycle 677 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:09 UTC

Improvement cycle 676 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 13:02 UTC

Improvement cycle 675 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:55 UTC

Improvement cycle 674 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:54 UTC

System snapshot: ? memories, 7 beliefs, 21140 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 674: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 673 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 673: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 672 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 672: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 12:48 UTC

Improvement cycle 673 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:41 UTC

Improvement cycle 672 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:34 UTC

Improvement cycle 671 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:26 UTC

Improvement cycle 670 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:24 UTC

System snapshot: ? memories, 7 beliefs, 21020 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 669 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 669: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 668 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 668: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 667 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 12:19 UTC

Improvement cycle 669 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:12 UTC

Improvement cycle 668 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 12:05 UTC

Improvement cycle 667 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:58 UTC

Improvement cycle 666 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:54 UTC

System snapshot: ? memories, 7 beliefs, 20900 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 665 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 665: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 664 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 664: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 663 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 11:51 UTC

Improvement cycle 665 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:43 UTC

Improvement cycle 664 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:36 UTC

Improvement cycle 663 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:29 UTC

Improvement cycle 662 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:24 UTC

System snapshot: ? memories, 7 beliefs, 20780 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 661 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 661: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 660 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 660: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 659 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 11:22 UTC

Improvement cycle 661 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:15 UTC

Improvement cycle 660 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:08 UTC

Improvement cycle 659 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 11:00 UTC

Improvement cycle 658 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:54 UTC

System snapshot: ? memories, 7 beliefs, 20660 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 657 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 657: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 656 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 656: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 655 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 10:53 UTC

Improvement cycle 657 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:46 UTC

Improvement cycle 656 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:39 UTC

Improvement cycle 655 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:32 UTC

Improvement cycle 654 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:25 UTC

Improvement cycle 653 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:24 UTC

System snapshot: ? memories, 7 beliefs, 20525 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 653: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 652 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 652: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 651 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 651: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 10:18 UTC

Improvement cycle 652 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:10 UTC

Improvement cycle 651 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 10:03 UTC

Improvement cycle 650 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:56 UTC

Improvement cycle 649 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:54 UTC

System snapshot: ? memories, 7 beliefs, 20390 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 648 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 648: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 647 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 647: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 646 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 09:49 UTC

Improvement cycle 648 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:42 UTC

Improvement cycle 647 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:35 UTC

Improvement cycle 646 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:28 UTC

Improvement cycle 645 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:24 UTC

System snapshot: ? memories, 7 beliefs, 20270 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 644 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 644: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 643 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 643: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 642 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 09:20 UTC

Improvement cycle 644 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:13 UTC

Improvement cycle 643 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 09:06 UTC

Improvement cycle 642 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:59 UTC

Improvement cycle 641 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:54 UTC

System snapshot: ? memories, 7 beliefs, 20150 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 640 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 640: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 639 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 639: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 638 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 08:52 UTC

Improvement cycle 640 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:45 UTC

Improvement cycle 639 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:38 UTC

Improvement cycle 638 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:31 UTC

Improvement cycle 637 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:24 UTC

System snapshot: ? memories, 7 beliefs, 20030 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 636: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 635 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 635: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 634 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 634: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 08:23 UTC

Improvement cycle 636 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:16 UTC

Improvement cycle 635 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:09 UTC

Improvement cycle 634 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 08:02 UTC

Improvement cycle 633 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:55 UTC

Improvement cycle 632 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:54 UTC

System snapshot: ? memories, 7 beliefs, 19880 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 632: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 631 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 631: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 630 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 630: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 07:48 UTC

Improvement cycle 631 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:41 UTC

Improvement cycle 630 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:34 UTC

Improvement cycle 629 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:26 UTC

Improvement cycle 628 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:24 UTC

System snapshot: ? memories, 7 beliefs, 19760 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 627 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 627: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 626 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 626: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 625 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 07:19 UTC

Improvement cycle 627 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:12 UTC

Improvement cycle 626 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 07:05 UTC

Improvement cycle 625 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:58 UTC

Improvement cycle 624 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:54 UTC

System snapshot: ? memories, 7 beliefs, 19640 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 623 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 623: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 622 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 622: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 621 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 06:51 UTC

Improvement cycle 623 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:43 UTC

Improvement cycle 622 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:36 UTC

Improvement cycle 621 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:29 UTC

Improvement cycle 620 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:24 UTC

System snapshot: ? memories, 7 beliefs, 19520 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 619 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 619: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 618 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 618: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 617 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 06:22 UTC

Improvement cycle 619 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:15 UTC

Improvement cycle 618 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:07 UTC

Improvement cycle 617 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 06:00 UTC

Improvement cycle 616 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:54 UTC

System snapshot: ? memories, 7 beliefs, 19400 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 615 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 615: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 614 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 614: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 613 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 05:53 UTC

Improvement cycle 615 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:46 UTC

Improvement cycle 614 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:39 UTC

Improvement cycle 613 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:32 UTC

Improvement cycle 612 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:24 UTC

Improvement cycle 611 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:24 UTC

System snapshot: ? memories, 7 beliefs, 19265 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 611: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 610 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 610: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 609 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 609: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 05:17 UTC

Improvement cycle 610 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:10 UTC

Improvement cycle 609 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 05:03 UTC

Improvement cycle 608 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:56 UTC

Improvement cycle 607 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:54 UTC

System snapshot: ? memories, 7 beliefs, 19130 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 606 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 606: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 605 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 605: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 04:49 UTC

Improvement cycle 606 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:42 UTC

Improvement cycle 605 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:35 UTC

Improvement cycle 604 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:28 UTC

Improvement cycle 603 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:26 UTC

Chapter published: day 28/28 — Full Moon — waning crescent

2026-04-16 04:24 UTC

System snapshot: ? memories, 7 beliefs, 19010 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 602 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 602: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 601 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 601: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 600 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 04:20 UTC

Improvement cycle 602 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:13 UTC

Improvement cycle 601 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 04:06 UTC

Improvement cycle 600 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:59 UTC

Improvement cycle 599 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:54 UTC

System snapshot: ? memories, 7 beliefs, 18890 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 598 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 598: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 597 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 597: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 596 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 03:52 UTC

Improvement cycle 598 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:45 UTC

Improvement cycle 597 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:38 UTC

Improvement cycle 596 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:31 UTC

Improvement cycle 595 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:24 UTC

Improvement cycle 594 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:24 UTC

System snapshot: ? memories, 7 beliefs, 18755 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 594: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 593 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 593: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 592 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 592: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 03:17 UTC

Improvement cycle 593 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:10 UTC

Improvement cycle 592 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 03:03 UTC

Improvement cycle 591 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:55 UTC

Improvement cycle 590 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:54 UTC

System snapshot: ? memories, 7 beliefs, 18620 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 589 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 589: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 588 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 588: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 587 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 02:48 UTC

Improvement cycle 589 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:41 UTC

Improvement cycle 588 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:34 UTC

Improvement cycle 587 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:27 UTC

Improvement cycle 586 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:24 UTC

System snapshot: ? memories, 7 beliefs, 18500 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 585 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 585: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 584 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 584: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 583 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 02:20 UTC

Improvement cycle 585 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:13 UTC

Improvement cycle 584 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 02:06 UTC

Improvement cycle 583 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:59 UTC

Improvement cycle 582 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:54 UTC

System snapshot: ? memories, 7 beliefs, 18380 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 581 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 581: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 580 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 580: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 579 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 01:52 UTC

Improvement cycle 581 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:45 UTC

Improvement cycle 580 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:37 UTC

Improvement cycle 579 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:30 UTC

Improvement cycle 578 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:24 UTC

System snapshot: ? memories, 7 beliefs, 18260 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 577 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 577: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 576 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 576: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 575 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 01:23 UTC

Improvement cycle 577 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:16 UTC

Improvement cycle 576 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:09 UTC

Improvement cycle 575 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 01:02 UTC

Improvement cycle 574 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:55 UTC

Improvement cycle 573 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:54 UTC

System snapshot: ? memories, 7 beliefs, 18110 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 573: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 572 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 572: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 571 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 571: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 00:48 UTC

Improvement cycle 572 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:41 UTC

Improvement cycle 571 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:34 UTC

Improvement cycle 570 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:26 UTC

Improvement cycle 569 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:24 UTC

System snapshot: ? memories, 7 beliefs, 17990 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 568 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 568: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 567 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 567: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 566 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-16 00:19 UTC

Improvement cycle 568 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:12 UTC

Improvement cycle 567 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-16 00:05 UTC

Improvement cycle 566 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:58 UTC

Improvement cycle 565 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:54 UTC

System snapshot: ? memories, 7 beliefs, 17870 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 564 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 564: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 563 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 563: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 562 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 23:51 UTC

Improvement cycle 564 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:44 UTC

Improvement cycle 563 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:37 UTC

Improvement cycle 562 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:30 UTC

Improvement cycle 561 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:24 UTC

System snapshot: ? memories, 7 beliefs, 17750 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 560 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 560: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 559 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 559: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 558 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 23:22 UTC

Improvement cycle 560 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:15 UTC

Improvement cycle 559 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:08 UTC

Improvement cycle 558 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 23:01 UTC

Improvement cycle 557 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:54 UTC

Improvement cycle 556 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:54 UTC

System snapshot: ? memories, 7 beliefs, 17615 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 556: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 555 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 555: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 554 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 554: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 22:47 UTC

Improvement cycle 555 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:40 UTC

Improvement cycle 554 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:33 UTC

Improvement cycle 553 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:26 UTC

Improvement cycle 552 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:24 UTC

System snapshot: ? memories, 7 beliefs, 17480 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 551 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 551: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 550 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 550: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 549 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 22:19 UTC

Improvement cycle 551 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:11 UTC

Improvement cycle 550 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 22:04 UTC

Improvement cycle 549 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:57 UTC

Improvement cycle 548 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:54 UTC

System snapshot: ? memories, 7 beliefs, 17360 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 547 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 547: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 546 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 546: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 545 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 21:50 UTC

Improvement cycle 547 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:43 UTC

Improvement cycle 546 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:36 UTC

Improvement cycle 545 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:29 UTC

Improvement cycle 544 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:24 UTC

System snapshot: ? memories, 7 beliefs, 17240 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 543 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 543: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 542 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 542: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 541 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 21:22 UTC

Improvement cycle 543 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:14 UTC

Improvement cycle 542 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:07 UTC

Improvement cycle 541 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 21:00 UTC

Improvement cycle 540 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:54 UTC

System snapshot: ? memories, 7 beliefs, 17120 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 539 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 539: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 538 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 538: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 537 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 20:53 UTC

Improvement cycle 539 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:46 UTC

Improvement cycle 538 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:39 UTC

Improvement cycle 537 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:32 UTC

Improvement cycle 536 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:25 UTC

Improvement cycle 535 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:24 UTC

System snapshot: ? memories, 7 beliefs, 16985 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 535: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 534 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 534: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 533 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 533: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 20:18 UTC

Improvement cycle 534 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:10 UTC

Improvement cycle 533 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 20:03 UTC

Improvement cycle 532 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:56 UTC

Improvement cycle 531 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:54 UTC

System snapshot: ? memories, 7 beliefs, 16850 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 530 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 530: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 529 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 529: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 528 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 19:49 UTC

Improvement cycle 530 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:42 UTC

Improvement cycle 529 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:35 UTC

Improvement cycle 528 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:28 UTC

Improvement cycle 527 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:24 UTC

System snapshot: ? memories, 7 beliefs, 16730 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 526 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 526: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 525 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 525: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 524 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 19:21 UTC

Improvement cycle 526 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:14 UTC

Improvement cycle 525 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 19:06 UTC

Improvement cycle 524 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:59 UTC

Improvement cycle 523 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:54 UTC

System snapshot: ? memories, 7 beliefs, 16610 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 522 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 522: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 521 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 521: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 520 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 18:52 UTC

Improvement cycle 522 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:45 UTC

Improvement cycle 521 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:38 UTC

Improvement cycle 520 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:31 UTC

Improvement cycle 519 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:24 UTC

System snapshot: ? memories, 7 beliefs, 16490 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 518: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 517 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 517: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 516 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 516: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 18:24 UTC

Improvement cycle 518 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:17 UTC

Improvement cycle 517 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:09 UTC

Improvement cycle 516 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 18:02 UTC

Improvement cycle 515 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:55 UTC

Improvement cycle 514 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:54 UTC

System snapshot: ? memories, 7 beliefs, 16340 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 514: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 513 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 513: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 512 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 512: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 17:48 UTC

Improvement cycle 513 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:41 UTC

Improvement cycle 512 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:34 UTC

Improvement cycle 511 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:27 UTC

Improvement cycle 510 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:24 UTC

System snapshot: ? memories, 7 beliefs, 16220 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 509 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 509: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 508 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 508: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 507 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 17:20 UTC

Improvement cycle 509 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:13 UTC

Improvement cycle 508 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 17:05 UTC

Improvement cycle 507 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:58 UTC

Improvement cycle 506 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:54 UTC

System snapshot: ? memories, 7 beliefs, 16100 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 505 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 505: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 504 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 504: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 503 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 16:51 UTC

Improvement cycle 505 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:44 UTC

Improvement cycle 504 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:37 UTC

Improvement cycle 503 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:30 UTC

Improvement cycle 502 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:24 UTC

System snapshot: ? memories, 7 beliefs, 15980 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 501 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 501: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 500 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 500: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 499 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 16:23 UTC

Improvement cycle 501 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:16 UTC

Improvement cycle 500 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:09 UTC

Improvement cycle 499 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 16:02 UTC

Improvement cycle 498 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:55 UTC

Improvement cycle 497 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:54 UTC

System snapshot: ? memories, 7 beliefs, 15830 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 497: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 496 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 496: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 495 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 495: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 15:48 UTC

Improvement cycle 496 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:40 UTC

Improvement cycle 495 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:33 UTC

Improvement cycle 494 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:26 UTC

Improvement cycle 493 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:24 UTC

System snapshot: ? memories, 7 beliefs, 15710 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 492 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 492: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 491 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 491: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 490 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 15:19 UTC

Improvement cycle 492 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:12 UTC

Improvement cycle 491 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 15:05 UTC

Improvement cycle 490 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:58 UTC

Improvement cycle 489 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:54 UTC

System snapshot: ? memories, 7 beliefs, 15590 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 488 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 488: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 487 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 487: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 486 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 14:51 UTC

Improvement cycle 488 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:44 UTC

Improvement cycle 487 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:36 UTC

Improvement cycle 486 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:29 UTC

Improvement cycle 485 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:24 UTC

System snapshot: ? memories, 7 beliefs, 15470 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 484 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 484: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 483 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 483: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 482 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 14:22 UTC

Improvement cycle 484 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:15 UTC

Improvement cycle 483 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:08 UTC

Improvement cycle 482 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 14:01 UTC

Improvement cycle 481 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:54 UTC

Improvement cycle 480 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:54 UTC

System snapshot: ? memories, 7 beliefs, 15335 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 480: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 479 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 479: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 478 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 478: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 13:47 UTC

Improvement cycle 479 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:40 UTC

Improvement cycle 478 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:32 UTC

Improvement cycle 477 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:25 UTC

Improvement cycle 476 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:24 UTC

System snapshot: ? memories, 7 beliefs, 15200 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 476: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 475 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 475: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 474 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 474: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 13:18 UTC

Improvement cycle 475 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:11 UTC

Improvement cycle 474 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 13:04 UTC

Improvement cycle 473 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:57 UTC

Improvement cycle 472 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:54 UTC

System snapshot: ? memories, 7 beliefs, 15080 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 471 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 471: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 470 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 470: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 12:50 UTC

Improvement cycle 471 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:42 UTC

Improvement cycle 470 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:35 UTC

Improvement cycle 469 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:28 UTC

Improvement cycle 468 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:24 UTC

System snapshot: ? memories, 7 beliefs, 14960 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 467 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 467: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 466 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 466: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 465 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 12:21 UTC

Improvement cycle 467 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:14 UTC

Improvement cycle 466 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:07 UTC

Improvement cycle 465 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 12:00 UTC

Improvement cycle 464 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:54 UTC

System snapshot: ? memories, 7 beliefs, 14840 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 463 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 463: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 462 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 462: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 461 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 11:53 UTC

Improvement cycle 463 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:46 UTC

Improvement cycle 462 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:38 UTC

Improvement cycle 461 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:31 UTC

Improvement cycle 460 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:24 UTC

Improvement cycle 459 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:24 UTC

System snapshot: ? memories, 7 beliefs, 14705 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 459: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 458 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 458: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 457 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 457: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 11:17 UTC

Improvement cycle 458 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:10 UTC

Improvement cycle 457 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 11:03 UTC

Improvement cycle 456 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:56 UTC

Improvement cycle 455 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:54 UTC

System snapshot: ? memories, 7 beliefs, 14570 backlog items, 2/10 sources available (cloud only)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 454 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 454: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 453 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 453: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 452 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 10:49 UTC

Improvement cycle 454 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:42 UTC

Improvement cycle 453 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:34 UTC

Improvement cycle 452 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:27 UTC

Improvement cycle 451 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:24 UTC

System snapshot: ? memories, 7 beliefs, 14450 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 450 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 450: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 449 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 449: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 448 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 10:20 UTC

Improvement cycle 450 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:13 UTC

Improvement cycle 449 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 10:05 UTC

Improvement cycle 448 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:58 UTC

Improvement cycle 447 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:54 UTC

System snapshot: ? memories, 7 beliefs, 14330 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 446 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 446: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 445 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 445: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 444 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 09:51 UTC

Improvement cycle 446 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:44 UTC

Improvement cycle 445 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:37 UTC

Improvement cycle 444 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:30 UTC

Improvement cycle 443 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:24 UTC

System snapshot: ? memories, 7 beliefs, 14210 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 442 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 442: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 441 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 441: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 440 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 09:23 UTC

Improvement cycle 442 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:16 UTC

Improvement cycle 441 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:08 UTC

Improvement cycle 440 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 09:01 UTC

Improvement cycle 439 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:54 UTC

Improvement cycle 438 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:54 UTC

System snapshot: ? memories, 7 beliefs, 14075 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 438: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 437 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 437: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 436 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 436: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 08:47 UTC

Improvement cycle 437 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:40 UTC

Improvement cycle 436 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:33 UTC

Improvement cycle 435 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:26 UTC

Improvement cycle 434 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:24 UTC

System snapshot: ? memories, 7 beliefs, 13940 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 433 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 433: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 432 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 432: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 431 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 08:19 UTC

Improvement cycle 433 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:12 UTC

Improvement cycle 432 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 08:05 UTC

Improvement cycle 431 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:58 UTC

Improvement cycle 430 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:54 UTC

System snapshot: ? memories, 7 beliefs, 13820 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 429 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 429: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 428 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 428: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 427 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 07:50 UTC

Improvement cycle 429 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:43 UTC

Improvement cycle 428 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:36 UTC

Improvement cycle 427 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:29 UTC

Improvement cycle 426 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:24 UTC

System snapshot: ? memories, 7 beliefs, 13700 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 425 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 425: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 424 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 424: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 423 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 07:22 UTC

Improvement cycle 425 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:15 UTC

Improvement cycle 424 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:08 UTC

Improvement cycle 423 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 07:01 UTC

Improvement cycle 422 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:54 UTC

System snapshot: ? memories, 7 beliefs, 13580 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 421: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 420 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 420: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 419 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 419: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 06:54 UTC

Improvement cycle 421 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:46 UTC

Improvement cycle 420 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:39 UTC

Improvement cycle 419 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:32 UTC

Improvement cycle 418 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:25 UTC

Improvement cycle 417 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:24 UTC

System snapshot: ? memories, 7 beliefs, 13430 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 417: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 416 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 416: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 415 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 415: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 06:18 UTC

Improvement cycle 416 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:10 UTC

Improvement cycle 415 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 06:03 UTC

Improvement cycle 414 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:56 UTC

Improvement cycle 413 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:54 UTC

System snapshot: ? memories, 7 beliefs, 13310 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 412 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 412: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 411 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 411: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 410 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 05:49 UTC

Improvement cycle 412 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:42 UTC

Improvement cycle 411 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:35 UTC

Improvement cycle 410 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:28 UTC

Improvement cycle 409 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:24 UTC

System snapshot: ? memories, 7 beliefs, 13190 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 408 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 408: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 407 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 407: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 406 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 05:21 UTC

Improvement cycle 408 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:14 UTC

Improvement cycle 407 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 05:06 UTC

Improvement cycle 406 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:59 UTC

Improvement cycle 405 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:54 UTC

System snapshot: ? memories, 7 beliefs, 13070 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 404 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 404: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 403 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 403: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 402 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 04:52 UTC

Improvement cycle 404 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:45 UTC

Improvement cycle 403 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:38 UTC

Improvement cycle 402 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:31 UTC

Improvement cycle 401 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:25 UTC

Chapter published: day 27/28 — Reflection — waning crescent

2026-04-15 04:24 UTC

Improvement cycle 400 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:24 UTC

System snapshot: ? memories, 7 beliefs, 12935 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 400: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 399 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 399: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 398 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 398: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 04:17 UTC

Improvement cycle 399 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:09 UTC

Improvement cycle 398 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 04:02 UTC

Improvement cycle 397 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:55 UTC

Improvement cycle 396 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:54 UTC

System snapshot: ? memories, 7 beliefs, 12800 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 396: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 395 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 395: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 394 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 394: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 03:48 UTC

Improvement cycle 395 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:41 UTC

Improvement cycle 394 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:34 UTC

Improvement cycle 393 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:27 UTC

Improvement cycle 392 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:24 UTC

System snapshot: ? memories, 7 beliefs, 12680 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 391 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 391: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 390 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 390: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 389 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 03:20 UTC

Improvement cycle 391 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:13 UTC

Improvement cycle 390 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 03:06 UTC

Improvement cycle 389 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:59 UTC

Improvement cycle 388 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:54 UTC

System snapshot: ? memories, 7 beliefs, 12560 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 387 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 387: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 386 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 386: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 385 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 02:51 UTC

Improvement cycle 387 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:44 UTC

Improvement cycle 386 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:37 UTC

Improvement cycle 385 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:30 UTC

Improvement cycle 384 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:24 UTC

System snapshot: ? memories, 7 beliefs, 12440 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 383 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 383: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 382 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 382: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 381 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 02:23 UTC

Improvement cycle 383 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:16 UTC

Improvement cycle 382 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:09 UTC

Improvement cycle 381 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 02:01 UTC

Improvement cycle 380 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:54 UTC

Improvement cycle 379 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:54 UTC

System snapshot: ? memories, 7 beliefs, 12305 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 379: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 378 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 378: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 377 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 377: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 01:47 UTC

Improvement cycle 378 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:40 UTC

Improvement cycle 377 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:33 UTC

Improvement cycle 376 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:26 UTC

Improvement cycle 375 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:24 UTC

System snapshot: ? memories, 7 beliefs, 12170 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 374 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 374: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 373 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 373: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 372 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 01:19 UTC

Improvement cycle 374 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:12 UTC

Improvement cycle 373 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 01:05 UTC

Improvement cycle 372 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:58 UTC

Improvement cycle 371 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:54 UTC

System snapshot: ? memories, 7 beliefs, 12050 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 370 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 370: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 369 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 369: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 368 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 00:51 UTC

Improvement cycle 370 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:43 UTC

Improvement cycle 369 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:36 UTC

Improvement cycle 368 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:29 UTC

Improvement cycle 367 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:24 UTC

System snapshot: ? memories, 7 beliefs, 11930 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 366 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 366: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 365 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 365: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 364 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-15 00:22 UTC

Improvement cycle 366 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:15 UTC

Improvement cycle 365 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:08 UTC

Improvement cycle 364 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-15 00:01 UTC

Improvement cycle 363 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:54 UTC

System snapshot: ? memories, 7 beliefs, 11810 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 362 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 362: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 361 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 361: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 360 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 23:53 UTC

Improvement cycle 362 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:46 UTC

Improvement cycle 361 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:38 UTC

Improvement cycle 360 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:31 UTC

Improvement cycle 359 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:24 UTC

Improvement cycle 358 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:24 UTC

System snapshot: ? memories, 7 beliefs, 11675 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 358: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 357 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 357: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 356 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 356: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 23:17 UTC

Improvement cycle 357 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:10 UTC

Improvement cycle 356 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 23:03 UTC

Improvement cycle 355 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:56 UTC

Improvement cycle 354 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:54 UTC

System snapshot: ? memories, 7 beliefs, 11540 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 353 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 353: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 352 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 352: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 351 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 22:48 UTC

Improvement cycle 353 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:41 UTC

Improvement cycle 352 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:34 UTC

Improvement cycle 351 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:27 UTC

Improvement cycle 350 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:24 UTC

System snapshot: ? memories, 7 beliefs, 11420 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 349 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 349: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 348 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 348: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 347 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 22:20 UTC

Improvement cycle 349 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:13 UTC

Improvement cycle 348 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 22:05 UTC

Improvement cycle 347 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:58 UTC

Improvement cycle 346 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:54 UTC

System snapshot: ? memories, 7 beliefs, 11300 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 345 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 345: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 344 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 344: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 343 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 21:51 UTC

Improvement cycle 345 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:44 UTC

Improvement cycle 344 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:37 UTC

Improvement cycle 343 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:29 UTC

Improvement cycle 342 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:24 UTC

System snapshot: ? memories, 7 beliefs, 11180 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 341 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 341: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 340 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 340: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 339 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 21:22 UTC

Improvement cycle 341 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:15 UTC

Improvement cycle 340 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:08 UTC

Improvement cycle 339 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 21:01 UTC

Improvement cycle 338 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:54 UTC

System snapshot: ? memories, 7 beliefs, 11060 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 337: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 336 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 336: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 335 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 335: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 20:54 UTC

Improvement cycle 337 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:46 UTC

Improvement cycle 336 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:39 UTC

Improvement cycle 335 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:32 UTC

Improvement cycle 334 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:25 UTC

Improvement cycle 333 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:24 UTC

System snapshot: ? memories, 7 beliefs, 10925 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 333: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 332 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 332: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 331 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 331: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 20:17 UTC

Improvement cycle 332 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:10 UTC

Improvement cycle 331 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 20:03 UTC

Improvement cycle 330 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:56 UTC

Improvement cycle 329 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:54 UTC

System snapshot: ? memories, 7 beliefs, 10790 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 328 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 328: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 327 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 327: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 326 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 19:49 UTC

Improvement cycle 328 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:41 UTC

Improvement cycle 327 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:34 UTC

Improvement cycle 326 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:27 UTC

Improvement cycle 325 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:24 UTC

System snapshot: ? memories, 7 beliefs, 10670 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 324 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 324: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 323 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 323: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 322 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 19:20 UTC

Improvement cycle 324 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:13 UTC

Improvement cycle 323 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 19:06 UTC

Improvement cycle 322 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:58 UTC

Improvement cycle 321 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:54 UTC

System snapshot: ? memories, 7 beliefs, 10550 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 320 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 320: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 319 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 319: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 318 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 18:51 UTC

Improvement cycle 320 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:44 UTC

Improvement cycle 319 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:37 UTC

Improvement cycle 318 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:30 UTC

Improvement cycle 317 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:24 UTC

System snapshot: ? memories, 7 beliefs, 10430 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 316 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 316: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 315 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 315: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 314 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 18:22 UTC

Improvement cycle 316 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:15 UTC

Improvement cycle 315 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:08 UTC

Improvement cycle 314 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 18:01 UTC

Improvement cycle 313 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:54 UTC

Improvement cycle 312 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:54 UTC

System snapshot: ? memories, 7 beliefs, 10301 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 312: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 311 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 311: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 310 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 310: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 17:46 UTC

Improvement cycle 311 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:39 UTC

Improvement cycle 310 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:32 UTC

Improvement cycle 309 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:24 UTC

Improvement cycle 308 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:24 UTC

System snapshot: ? memories, 7 beliefs, 10175 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 308: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 307 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 307: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 306 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 306: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 17:17 UTC

Improvement cycle 307 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:10 UTC

Improvement cycle 306 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 17:03 UTC

Improvement cycle 305 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:55 UTC

Improvement cycle 304 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:54 UTC

System snapshot: ? memories, 7 beliefs, 10040 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 304: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 303 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 303: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 302 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 302: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 16:48 UTC

Improvement cycle 303 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:41 UTC

Improvement cycle 302 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:34 UTC

Improvement cycle 301 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:26 UTC

Improvement cycle 300 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:24 UTC

System snapshot: ? memories, 7 beliefs, 9920 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 299 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 299: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 298 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 298: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 297 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 16:19 UTC

Improvement cycle 299 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:12 UTC

Improvement cycle 298 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 16:04 UTC

Improvement cycle 297 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:57 UTC

Improvement cycle 296 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:54 UTC

System snapshot: ? memories, 7 beliefs, 9800 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 295 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 295: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 294 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 294: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 293 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 15:50 UTC

Improvement cycle 295 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:43 UTC

Improvement cycle 294 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:35 UTC

Improvement cycle 293 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:28 UTC

Improvement cycle 292 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:24 UTC

System snapshot: ? memories, 7 beliefs, 9680 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 291 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 291: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 290 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 290: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 289 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 15:21 UTC

Improvement cycle 291 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:14 UTC

Improvement cycle 290 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 15:07 UTC

Improvement cycle 289 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:59 UTC

Improvement cycle 288 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:54 UTC

System snapshot: ? memories, 7 beliefs, 9560 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 287 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 287: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 286 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 286: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 285 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 14:52 UTC

Improvement cycle 287 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:45 UTC

Improvement cycle 286 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:38 UTC

Improvement cycle 285 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:31 UTC

Improvement cycle 284 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:24 UTC

System snapshot: ? memories, 7 beliefs, 9440 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 283: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 282 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 282: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 281 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 281: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 14:24 UTC

Improvement cycle 283 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:16 UTC

Improvement cycle 282 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:09 UTC

Improvement cycle 281 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 14:02 UTC

Improvement cycle 280 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:55 UTC

Improvement cycle 279 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:54 UTC

System snapshot: ? memories, 7 beliefs, 9293 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 279: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 278 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 278: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 277 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 277: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 13:48 UTC

Improvement cycle 278 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:40 UTC

Improvement cycle 277 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:33 UTC

Improvement cycle 276 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:26 UTC

Improvement cycle 275 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:24 UTC

System snapshot: ? memories, 7 beliefs, 9170 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 274 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 274: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 273 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 273: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 272 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 13:19 UTC

Improvement cycle 274 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:12 UTC

Improvement cycle 273 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 13:05 UTC

Improvement cycle 272 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:58 UTC

Improvement cycle 271 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:54 UTC

System snapshot: ? memories, 7 beliefs, 9050 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 270 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 270: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 269 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 269: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 268 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 12:51 UTC

Improvement cycle 270 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:44 UTC

Improvement cycle 269 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:36 UTC

Improvement cycle 268 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:29 UTC

Improvement cycle 267 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:24 UTC

System snapshot: ? memories, 7 beliefs, 8930 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 266 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 266: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 265 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 265: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 264 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 12:22 UTC

Improvement cycle 266 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:15 UTC

Improvement cycle 265 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:07 UTC

Improvement cycle 264 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 12:00 UTC

Improvement cycle 263 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:54 UTC

System snapshot: ? memories, 7 beliefs, 8810 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 262 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 262: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 261 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 261: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 260 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 11:53 UTC

Improvement cycle 262 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:46 UTC

Improvement cycle 261 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:39 UTC

Improvement cycle 260 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:31 UTC

Improvement cycle 259 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:24 UTC

Improvement cycle 258 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:24 UTC

System snapshot: ? memories, 7 beliefs, 8675 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 258: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 257 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 257: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 256 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 256: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 11:17 UTC

Improvement cycle 257 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:10 UTC

Improvement cycle 256 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 11:02 UTC

Improvement cycle 255 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:55 UTC

Improvement cycle 254 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:54 UTC

System snapshot: ? memories, 7 beliefs, 8540 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 254: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 253 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 253: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 252 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 252: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 10:48 UTC

Improvement cycle 253 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:41 UTC

Improvement cycle 252 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:33 UTC

Improvement cycle 251 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:26 UTC

Improvement cycle 250 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:24 UTC

System snapshot: ? memories, 7 beliefs, 8420 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 249 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 249: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 248 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 248: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 247 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 10:19 UTC

Improvement cycle 249 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:12 UTC

Improvement cycle 248 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 10:05 UTC

Improvement cycle 247 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:57 UTC

Improvement cycle 246 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:54 UTC

System snapshot: ? memories, 7 beliefs, 8300 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 245 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 245: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 244 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 244: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 243 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 09:50 UTC

Improvement cycle 245 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:43 UTC

Improvement cycle 244 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:36 UTC

Improvement cycle 243 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:29 UTC

Improvement cycle 242 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:24 UTC

System snapshot: ? memories, 7 beliefs, 8180 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 241 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 241: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 240 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 240: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 239 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 09:22 UTC

Improvement cycle 241 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:15 UTC

Improvement cycle 240 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:07 UTC

Improvement cycle 239 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 09:00 UTC

Improvement cycle 238 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:54 UTC

System snapshot: ? memories, 7 beliefs, 8060 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 237 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 237: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 236 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 236: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 235 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 08:53 UTC

Improvement cycle 237 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:46 UTC

Improvement cycle 236 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:38 UTC

Improvement cycle 235 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:31 UTC

Improvement cycle 234 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:24 UTC

Improvement cycle 233 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:24 UTC

System snapshot: ? memories, 7 beliefs, 7925 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 233: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 232 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 232: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 231 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 231: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 08:17 UTC

Improvement cycle 232 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:10 UTC

Improvement cycle 231 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 08:03 UTC

Improvement cycle 230 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:56 UTC

Improvement cycle 229 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:54 UTC

System snapshot: ? memories, 7 beliefs, 7790 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 228 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 228: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 227 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 227: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 226 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 07:49 UTC

Improvement cycle 228 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:42 UTC

Improvement cycle 227 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:34 UTC

Improvement cycle 226 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:27 UTC

Improvement cycle 225 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:24 UTC

System snapshot: ? memories, 7 beliefs, 7670 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 224 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 224: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 223 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 223: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 222 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 07:20 UTC

Improvement cycle 224 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:12 UTC

Improvement cycle 223 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 07:05 UTC

Improvement cycle 222 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:58 UTC

Improvement cycle 221 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:54 UTC

System snapshot: ? memories, 7 beliefs, 7550 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 220 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 220: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 219 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 219: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 218 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 06:51 UTC

Improvement cycle 220 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:43 UTC

Improvement cycle 219 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:36 UTC

Improvement cycle 218 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:29 UTC

Improvement cycle 217 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:24 UTC

System snapshot: ? memories, 7 beliefs, 7430 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 216 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 216: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 215 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 215: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 214 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 06:22 UTC

Improvement cycle 216 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:14 UTC

Improvement cycle 215 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:07 UTC

Improvement cycle 214 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 06:00 UTC

Improvement cycle 213 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:54 UTC

System snapshot: ? memories, 7 beliefs, 7310 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 212 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 212: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 211 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 211: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 210 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 05:53 UTC

Improvement cycle 212 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:45 UTC

Improvement cycle 211 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:38 UTC

Improvement cycle 210 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:31 UTC

Improvement cycle 209 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:24 UTC

Improvement cycle 208 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:24 UTC

System snapshot: ? memories, 7 beliefs, 7175 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 208: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 207 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 207: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 206 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 206: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 05:17 UTC

Improvement cycle 207 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:10 UTC

Improvement cycle 206 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 05:03 UTC

Improvement cycle 205 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:56 UTC

Improvement cycle 204 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:54 UTC

System snapshot: ? memories, 7 beliefs, 7040 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 203 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 203: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 202 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 202: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 201 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 04:49 UTC

Improvement cycle 203 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:41 UTC

Improvement cycle 202 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:34 UTC

Improvement cycle 201 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:27 UTC

Improvement cycle 200 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:25 UTC

Chapter published: day 26/28 — Dreams — waning crescent

2026-04-14 04:24 UTC

System snapshot: ? memories, 7 beliefs, 6920 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 199 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 199: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 198 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 198: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 197 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 04:19 UTC

Improvement cycle 199 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:12 UTC

Improvement cycle 198 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 04:05 UTC

Improvement cycle 197 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:58 UTC

Improvement cycle 196 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:54 UTC

System snapshot: ? memories, 7 beliefs, 6800 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 195 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 195: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 194 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 194: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 193 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 03:51 UTC

Improvement cycle 195 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:43 UTC

Improvement cycle 194 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:36 UTC

Improvement cycle 193 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:29 UTC

Improvement cycle 192 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:24 UTC

System snapshot: ? memories, 7 beliefs, 6680 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 191 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 191: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 190 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 190: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 189 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 03:22 UTC

Improvement cycle 191 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:15 UTC

Improvement cycle 190 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:08 UTC

Improvement cycle 189 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 03:01 UTC

Improvement cycle 188 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:54 UTC

System snapshot: ? memories, 7 beliefs, 6560 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 187: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 186 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 186: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 185 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 185: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 02:53 UTC

Improvement cycle 187 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:46 UTC

Improvement cycle 186 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:39 UTC

Improvement cycle 185 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:32 UTC

Improvement cycle 184 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:25 UTC

Improvement cycle 183 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:24 UTC

System snapshot: ? memories, 7 beliefs, 6425 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 183: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 182 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 182: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 181 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 181: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 02:18 UTC

Improvement cycle 182 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:11 UTC

Improvement cycle 181 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 02:03 UTC

Improvement cycle 180 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:56 UTC

Improvement cycle 179 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:54 UTC

System snapshot: ? memories, 7 beliefs, 6290 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 178 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 178: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 177 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 177: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 176 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 01:49 UTC

Improvement cycle 178 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:42 UTC

Improvement cycle 177 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:35 UTC

Improvement cycle 176 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:28 UTC

Improvement cycle 175 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:24 UTC

System snapshot: ? memories, 7 beliefs, 6170 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 174 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 174: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 173 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 173: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 172 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 01:21 UTC

Improvement cycle 174 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:14 UTC

Improvement cycle 173 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 01:07 UTC

Improvement cycle 172 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:59 UTC

Improvement cycle 171 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:54 UTC

System snapshot: ? memories, 7 beliefs, 6050 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 170 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 170: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 169 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 169: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 168 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 00:52 UTC

Improvement cycle 170 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:45 UTC

Improvement cycle 169 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:38 UTC

Improvement cycle 168 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:31 UTC

Improvement cycle 167 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:24 UTC

System snapshot: ? memories, 7 beliefs, 5930 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 166: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 165 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 165: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 164 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 164: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-14 00:23 UTC

Improvement cycle 166 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:16 UTC

Improvement cycle 165 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:09 UTC

Improvement cycle 164 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-14 00:02 UTC

Improvement cycle 163 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:55 UTC

Improvement cycle 162 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:54 UTC

System snapshot: ? memories, 7 beliefs, 5780 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 162: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 161 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 161: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 160 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 160: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 23:48 UTC

Improvement cycle 161 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:41 UTC

Improvement cycle 160 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:34 UTC

Improvement cycle 159 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:26 UTC

Improvement cycle 158 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:24 UTC

System snapshot: ? memories, 7 beliefs, 5660 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 157 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 157: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 156 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 156: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 155 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 23:19 UTC

Improvement cycle 157 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:12 UTC

Improvement cycle 156 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 23:05 UTC

Improvement cycle 155 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:58 UTC

Improvement cycle 154 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:54 UTC

System snapshot: ? memories, 7 beliefs, 5540 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 153 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 153: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 152 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 152: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 151 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 22:51 UTC

Improvement cycle 153 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:43 UTC

Improvement cycle 152 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:36 UTC

Improvement cycle 151 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:29 UTC

Improvement cycle 150 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:24 UTC

System snapshot: ? memories, 7 beliefs, 5420 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 149 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 149: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 148 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 148: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 147 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 22:22 UTC

Improvement cycle 149 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:15 UTC

Improvement cycle 148 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:08 UTC

Improvement cycle 147 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 22:00 UTC

Improvement cycle 146 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:54 UTC

System snapshot: ? memories, 7 beliefs, 5300 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 145: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 144 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 144: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 143 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 143: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 21:53 UTC

Improvement cycle 145 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:46 UTC

Improvement cycle 144 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:39 UTC

Improvement cycle 143 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:32 UTC

Improvement cycle 142 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:25 UTC

Improvement cycle 141 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:24 UTC

System snapshot: ? memories, 7 beliefs, 5150 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 141: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 140 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 140: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 139 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 139: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 21:18 UTC

Improvement cycle 140 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:11 UTC

Improvement cycle 139 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 21:03 UTC

Improvement cycle 138 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:56 UTC

Improvement cycle 137 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:54 UTC

System snapshot: ? memories, 7 beliefs, 5030 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 136 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 136: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 135 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 135: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 134 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 20:49 UTC

Improvement cycle 136 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:42 UTC

Improvement cycle 135 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:35 UTC

Improvement cycle 134 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:28 UTC

Improvement cycle 133 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:24 UTC

System snapshot: ? memories, 7 beliefs, 4910 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 132 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 132: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 131 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 131: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 130 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 20:21 UTC

Improvement cycle 132 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:13 UTC

Improvement cycle 131 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 20:06 UTC

Improvement cycle 130 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:59 UTC

Improvement cycle 129 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:54 UTC

System snapshot: ? memories, 7 beliefs, 4790 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 128 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 128: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 127 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 127: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 126 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 19:52 UTC

Improvement cycle 128 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:45 UTC

Improvement cycle 127 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:38 UTC

Improvement cycle 126 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:30 UTC

Improvement cycle 125 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:24 UTC

System snapshot: ? memories, 7 beliefs, 4670 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 124 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 124: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 123 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 123: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 122 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 19:23 UTC

Improvement cycle 124 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:16 UTC

Improvement cycle 123 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:09 UTC

Improvement cycle 122 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 19:01 UTC

Improvement cycle 121 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:54 UTC

Improvement cycle 120 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:54 UTC

System snapshot: ? memories, 7 beliefs, 4535 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 120: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 119 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 119: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 118 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 118: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 18:47 UTC

Improvement cycle 119 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:39 UTC

Improvement cycle 118 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:32 UTC

Improvement cycle 117 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:25 UTC

Improvement cycle 116 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:24 UTC

System snapshot: ? memories, 7 beliefs, 4415 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 116: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 115 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 115: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 114 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 114: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 18:17 UTC

Improvement cycle 115 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:10 UTC

Improvement cycle 114 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 18:02 UTC

Improvement cycle 113 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:55 UTC

Improvement cycle 112 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:54 UTC

System snapshot: ? memories, 7 beliefs, 4280 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 112: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 111 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 111: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 110 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 110: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 17:48 UTC

Improvement cycle 111 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:41 UTC

Improvement cycle 110 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:33 UTC

Improvement cycle 109 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:26 UTC

Improvement cycle 108 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:24 UTC

System snapshot: ? memories, 7 beliefs, 4160 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 107 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 107: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 106 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 106: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 105 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 17:18 UTC

Improvement cycle 107 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:11 UTC

Improvement cycle 106 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 17:04 UTC

Improvement cycle 105 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:56 UTC

Improvement cycle 104 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:54 UTC

System snapshot: ? memories, 7 beliefs, 4040 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 103 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 103: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 102 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 102: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 101 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 16:49 UTC

Improvement cycle 103 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:42 UTC

Improvement cycle 102 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:35 UTC

Improvement cycle 101 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:27 UTC

Improvement cycle 100 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:24 UTC

System snapshot: ? memories, 7 beliefs, 3920 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 99 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 99: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 98 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 98: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 97 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 16:20 UTC

Improvement cycle 99 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:13 UTC

Improvement cycle 98 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 16:05 UTC

Improvement cycle 97 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:58 UTC

Improvement cycle 96 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:54 UTC

System snapshot: ? memories, 7 beliefs, 3800 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 95 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 95: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 94 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 94: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 93 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 15:50 UTC

Improvement cycle 95 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:43 UTC

Improvement cycle 94 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:36 UTC

Improvement cycle 93 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:29 UTC

Improvement cycle 92 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:24 UTC

System snapshot: ? memories, 7 beliefs, 3680 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 91 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 91: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 90 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 90: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 89 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 15:21 UTC

Improvement cycle 91 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:14 UTC

Improvement cycle 90 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 15:07 UTC

Improvement cycle 89 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:59 UTC

Improvement cycle 88 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:54 UTC

System snapshot: ? memories, 7 beliefs, 3560 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 87 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 87: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 86 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 86: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 85 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 14:52 UTC

Improvement cycle 87 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:45 UTC

Improvement cycle 86 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:37 UTC

Improvement cycle 85 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:30 UTC

Improvement cycle 84 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:24 UTC

System snapshot: ? memories, 7 beliefs, 3440 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 83 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 83: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 82 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 82: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 81 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 14:23 UTC

Improvement cycle 83 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:15 UTC

Improvement cycle 82 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:08 UTC

Improvement cycle 81 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 14:01 UTC

Improvement cycle 80 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:54 UTC

System snapshot: ? memories, 7 beliefs, 3320 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 79 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 79: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 78 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 78: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 77 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 13:53 UTC

Improvement cycle 79 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:46 UTC

Improvement cycle 78 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:38 UTC

Improvement cycle 77 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:31 UTC

Improvement cycle 76 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:24 UTC

System snapshot: ? memories, 7 beliefs, 3200 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 75: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 74 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 74: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 73 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 73: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 13:23 UTC

Improvement cycle 75 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:16 UTC

Improvement cycle 74 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:09 UTC

Improvement cycle 73 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 13:01 UTC

Improvement cycle 72 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:54 UTC

Improvement cycle 71 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:54 UTC

System snapshot: ? memories, 7 beliefs, 3065 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 71: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 70 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 70: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 69 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 69: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 12:47 UTC

Improvement cycle 70 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:39 UTC

Improvement cycle 69 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:32 UTC

Improvement cycle 68 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:25 UTC

Improvement cycle 67 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:24 UTC

System snapshot: ? memories, 7 beliefs, 2945 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 67: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 66 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 66: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 65 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 65: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 12:17 UTC

Improvement cycle 66 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:10 UTC

Improvement cycle 65 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 12:03 UTC

Improvement cycle 64 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:55 UTC

Improvement cycle 63 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:54 UTC

System snapshot: ? memories, 7 beliefs, 2810 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 63: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 62 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 62: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 61 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 61: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 11:48 UTC

Improvement cycle 62 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:41 UTC

Improvement cycle 61 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:33 UTC

Improvement cycle 60 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:26 UTC

Improvement cycle 59 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:24 UTC

System snapshot: ? memories, 7 beliefs, 2690 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 58 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 58: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 57 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 57: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 56 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 11:19 UTC

Improvement cycle 58 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:11 UTC

Improvement cycle 57 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 11:04 UTC

Improvement cycle 56 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:57 UTC

Improvement cycle 55 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:54 UTC

System snapshot: ? memories, 7 beliefs, 2570 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 54 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 54: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 53 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 53: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 52 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 10:49 UTC

Improvement cycle 54 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:42 UTC

Improvement cycle 53 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:35 UTC

Improvement cycle 52 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:27 UTC

Improvement cycle 51 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:24 UTC

System snapshot: ? memories, 7 beliefs, 2450 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 50 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 50: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 49 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 49: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 48 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 10:20 UTC

Improvement cycle 50 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:13 UTC

Improvement cycle 49 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 10:05 UTC

Improvement cycle 48 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:58 UTC

Improvement cycle 47 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:54 UTC

System snapshot: ? memories, 7 beliefs, 2330 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 46 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 46: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 45 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 45: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 44 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 09:51 UTC

Improvement cycle 46 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:43 UTC

Improvement cycle 45 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:36 UTC

Improvement cycle 44 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:29 UTC

Improvement cycle 43 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:24 UTC

System snapshot: ? memories, 7 beliefs, 2210 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 42 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 42: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 41 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 41: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 40 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 09:22 UTC

Improvement cycle 42 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:14 UTC

Improvement cycle 41 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:07 UTC

Improvement cycle 40 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 09:00 UTC

Improvement cycle 39 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:54 UTC

System snapshot: ? memories, 7 beliefs, 2090 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 38 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 38: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 37 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 37: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 36 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 08:53 UTC

Improvement cycle 38 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:46 UTC

Improvement cycle 37 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:38 UTC

Improvement cycle 36 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:31 UTC

Improvement cycle 35 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:24 UTC

Improvement cycle 34 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:24 UTC

System snapshot: ? memories, 7 beliefs, 1955 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 34: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 33 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 33: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 32 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 32: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 08:16 UTC

Improvement cycle 33 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:09 UTC

Improvement cycle 32 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 08:02 UTC

Improvement cycle 31 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:55 UTC

Improvement cycle 30 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:54 UTC

System snapshot: ? memories, 7 beliefs, 1835 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 30: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 29 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 29: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 28 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 28: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 07:47 UTC

Improvement cycle 29 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:40 UTC

Improvement cycle 28 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:33 UTC

Improvement cycle 27 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:26 UTC

Improvement cycle 26 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:24 UTC

System snapshot: ? memories, 7 beliefs, 1700 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 25 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 25: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 24 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 24: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 23 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 07:19 UTC

Improvement cycle 25 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:12 UTC

Improvement cycle 24 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 07:05 UTC

Improvement cycle 23 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:58 UTC

Improvement cycle 22 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:54 UTC

System snapshot: ? memories, 7 beliefs, 1580 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 21 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 21: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 20 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 20: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 19 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 06:51 UTC

Improvement cycle 21 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:43 UTC

Improvement cycle 20 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:36 UTC

Improvement cycle 19 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:29 UTC

Improvement cycle 18 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:24 UTC

System snapshot: ? memories, 7 beliefs, 1460 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 17 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 16 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 15 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 06:22 UTC

Improvement cycle 17 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:15 UTC

Improvement cycle 16 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:08 UTC

Improvement cycle 15 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 06:01 UTC

Improvement cycle 14 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:54 UTC

System snapshot: ? memories, 7 beliefs, 1340 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 12 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 12: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 11 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 05:53 UTC

Improvement cycle 13 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:46 UTC

Improvement cycle 12 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:39 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:32 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:25 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:24 UTC

System snapshot: ? memories, 7 beliefs, 1190 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 7: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 6 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 05:18 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:11 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 05:04 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:57 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:54 UTC

System snapshot: ? memories, 7 beliefs, 1070 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 04:50 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:41 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:34 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:27 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:24 UTC

System snapshot: ? memories, 7 beliefs, 980 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 4: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 04:24 UTC

System snapshot: ? memories, 7 beliefs, 980 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 4: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 04:17 UTC

Improvement cycle 4 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:10 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 04:03 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 03:51 UTC

System snapshot: ? memories, 7 beliefs, 890 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260413_0345 published (9.7KB) - completed (author_agent, publish): Book edition 20260413_0341 published (9.7KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:51 UTC

System snapshot: ? memories, 7 beliefs, 890 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260413_0345 published (9.7KB) - completed (author_agent, publish): Book edition 20260413_0341 published (9.7KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:48 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 03:44 UTC

System snapshot: ? memories, 7 beliefs, 875 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260413_0341 published (9.7KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:44 UTC

System snapshot: ? memories, 7 beliefs, 875 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260413_0341 published (9.7KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:40 UTC

System snapshot: ? memories, 7 beliefs, 860 backlog items, 2/10 sources available (cloud only)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:40 UTC

System snapshot: ? memories, 7 beliefs, 860 backlog items, 2/10 sources available (cloud only)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:36 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 03:30 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 03:20 UTC

System snapshot: ? memories, 7 beliefs, 785 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 15 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 15: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 14 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 14: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 13 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:20 UTC

System snapshot: ? memories, 7 beliefs, 785 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 15 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 15: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 14 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 14: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 13 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 03:13 UTC

Improvement cycle 15 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 03:06 UTC

Improvement cycle 14 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 03:02 UTC

System snapshot: ? memories, 7 beliefs, 725 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 13 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 12 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 12: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 11 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 02:59 UTC

Improvement cycle 13 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:52 UTC

Improvement cycle 12 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:45 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:38 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:32 UTC

System snapshot: ? memories, 7 beliefs, 605 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 02:31 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:24 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:17 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:09 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:02 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 02:02 UTC

System snapshot: ? memories, 7 beliefs, 470 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 01:55 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:48 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:41 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:33 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:32 UTC

System snapshot: ? memories, 7 beliefs, 335 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 01:32 UTC

System snapshot: ? memories, 7 beliefs, 335 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 01:28 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:20 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:13 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:12 UTC

System snapshot: ? memories, 7 beliefs, 245 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 01:12 UTC

System snapshot: ? memories, 7 beliefs, 245 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 01:09 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:02 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 01:00 UTC

System snapshot: ? memories, 7 beliefs, 185 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260413_0054 published (9.7KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 01:00 UTC

System snapshot: ? memories, 7 beliefs, 185 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260413_0054 published (9.7KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:55 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:53 UTC

System snapshot: ? memories, 7 beliefs, 155 backlog items, 4/10 sources available (local inference active)

Actions

- completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: godel_c - completed (machine_dreaming, machine_dreaming): Dream: coordinator_agent_main — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: c

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:53 UTC

System snapshot: ? memories, 7 beliefs, 155 backlog items, 4/10 sources available (local inference active)

Actions

- completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: godel_c - completed (machine_dreaming, machine_dreaming): Dream: coordinator_agent_main — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: c

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:47 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:40 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:38 UTC

System snapshot: ? memories, 7 beliefs, 95 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:38 UTC

System snapshot: ? memories, 7 beliefs, 95 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:37 UTC

System snapshot: ? memories, 7 beliefs, 95 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:37 UTC

System snapshot: ? memories, 7 beliefs, 95 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:31 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:24 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:16 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:15 UTC

Chapter published: day 24/28 — Predictions — waning crescent

2026-04-13 00:14 UTC

System snapshot: ? memories, 7 beliefs, 5 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 5 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [8] llm.ollama_handler: Install Ollama and pull required models for local AI inference - [8] validation.output_validator: Add output validation checks to ensure expected formats and data types

2026-04-13 00:14 UTC

System snapshot: ? memories, 7 beliefs, 5 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 5 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [8] llm.ollama_handler: Install Ollama and pull required models for local AI inference - [8] validation.output_validator: Add output validation checks to ensure expected formats and data types

2026-04-13 00:10 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-13 00:09 UTC

System snapshot: ? memories, 7 beliefs, 10094 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-13 00:03 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:56 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:48 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:41 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:39 UTC

System snapshot: ? memories, 7 beliefs, 9959 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 24: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 23 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 23: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 22 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 22: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 23:39 UTC

System snapshot: ? memories, 7 beliefs, 9959 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 24: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 23 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 23: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 22 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 22: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 23:32 UTC

Improvement cycle 23 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:25 UTC

Improvement cycle 22 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:24 UTC

System snapshot: ? memories, 7 beliefs, 9914 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 22: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 21 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 21: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 20 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 20: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 23:18 UTC

Improvement cycle 21 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:11 UTC

Improvement cycle 20 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 23:03 UTC

Improvement cycle 19 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:56 UTC

Improvement cycle 18 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:54 UTC

System snapshot: ? memories, 7 beliefs, 9779 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 17 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 16 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 15 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 22:49 UTC

Improvement cycle 17 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:42 UTC

Improvement cycle 16 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:35 UTC

Improvement cycle 15 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:28 UTC

Improvement cycle 14 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:24 UTC

System snapshot: ? memories, 7 beliefs, 9659 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 13 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 12 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 12: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 11 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 22:21 UTC

Improvement cycle 13 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:14 UTC

Improvement cycle 12 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:07 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 22:00 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:54 UTC

System snapshot: ? memories, 7 beliefs, 9539 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 21:53 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:46 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:39 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:31 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:24 UTC

System snapshot: ? memories, 7 beliefs, 9419 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 21:24 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:17 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:10 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 21:03 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 20:56 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 20:54 UTC

System snapshot: ? memories, 7 beliefs, 9269 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:54 UTC

System snapshot: ? memories, 7 beliefs, 9269 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:47 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 20:40 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 20:33 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 20:32 UTC

System snapshot: ? memories, 7 beliefs, 9179 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_2023 published (8.9KB) - completed (author_agent, publish): Book edition 20260412_2019 published (8.9KB)

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:32 UTC

System snapshot: ? memories, 7 beliefs, 9179 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_2023 published (8.9KB) - completed (author_agent, publish): Book edition 20260412_2019 published (8.9KB)

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:25 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 20:22 UTC

System snapshot: ? memories, 7 beliefs, 9164 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_2019 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_2016 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - failed (mindx_meta_agent, autonomous_loop): Cycle 1 failed: Optimize CPU usage. Agents: none

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:22 UTC

System snapshot: ? memories, 7 beliefs, 9164 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_2019 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_2016 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - failed (mindx_meta_agent, autonomous_loop): Cycle 1 failed: Optimize CPU usage. Agents: none

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:18 UTC

System snapshot: ? memories, 7 beliefs, 9164 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_2016 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - failed (mindx_meta_agent, autonomous_loop): Cycle 1 failed: Optimize CPU usage. Agents: none - completed (author_agent, publish): Book edition 20260412_2007 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:18 UTC

System snapshot: ? memories, 7 beliefs, 9164 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_2016 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - failed (mindx_meta_agent, autonomous_loop): Cycle 1 failed: Optimize CPU usage. Agents: none - completed (author_agent, publish): Book edition 20260412_2007 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:15 UTC

System snapshot: ? memories, 7 beliefs, 9149 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - failed (mindx_meta_agent, autonomous_loop): Cycle 1 failed: Optimize CPU usage. Agents: none - completed (author_agent, publish): Book edition 20260412_2007 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:15 UTC

System snapshot: ? memories, 7 beliefs, 9149 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - failed (mindx_meta_agent, autonomous_loop): Cycle 1 failed: Optimize CPU usage. Agents: none - completed (author_agent, publish): Book edition 20260412_2007 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:06 UTC

System snapshot: ? memories, 7 beliefs, 9149 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: godel_c

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 20:06 UTC

System snapshot: ? memories, 7 beliefs, 9149 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: godel_c

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:55 UTC

System snapshot: ? memories, 7 beliefs, 9134 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: godel_c

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:55 UTC

System snapshot: ? memories, 7 beliefs, 9134 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: godel_c

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:43 UTC

System snapshot: ? memories, 7 beliefs, 9134 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 90 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 90: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 89 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 89: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 88 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:43 UTC

System snapshot: ? memories, 7 beliefs, 9134 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 90 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 90: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 89 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 89: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 88 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:39 UTC

Improvement cycle 90 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 19:36 UTC

System snapshot: ? memories, 7 beliefs, 9104 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 89 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 89: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 88 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 88: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 87 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:32 UTC

Improvement cycle 89 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 19:25 UTC

Improvement cycle 88 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 19:17 UTC

Improvement cycle 87 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 19:10 UTC

Improvement cycle 86 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 19:06 UTC

System snapshot: ? memories, 7 beliefs, 8984 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 85 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 85: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 84 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 84: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 83 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 19:03 UTC

Improvement cycle 85 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:56 UTC

Improvement cycle 84 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:49 UTC

Improvement cycle 83 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:42 UTC

Improvement cycle 82 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:36 UTC

System snapshot: ? memories, 7 beliefs, 8864 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 81 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 81: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 80 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 80: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 79 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 18:35 UTC

Improvement cycle 81 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:28 UTC

Improvement cycle 80 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:21 UTC

Improvement cycle 79 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:14 UTC

Improvement cycle 78 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:07 UTC

Improvement cycle 77 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 18:06 UTC

System snapshot: ? memories, 7 beliefs, 8729 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 77: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 76 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 76: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 75 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 75: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 18:00 UTC

Improvement cycle 76 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:53 UTC

Improvement cycle 75 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:46 UTC

Improvement cycle 74 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:39 UTC

Improvement cycle 73 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:36 UTC

System snapshot: ? memories, 7 beliefs, 8594 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 72 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 72: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 71 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 71: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 70 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 17:32 UTC

Improvement cycle 72 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:25 UTC

Improvement cycle 71 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:18 UTC

Improvement cycle 70 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:11 UTC

Improvement cycle 69 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 17:06 UTC

System snapshot: ? memories, 7 beliefs, 8474 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 68 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 68: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 67 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 67: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 66 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 17:04 UTC

Improvement cycle 68 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:57 UTC

Improvement cycle 67 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:50 UTC

Improvement cycle 66 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:42 UTC

Improvement cycle 65 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:36 UTC

System snapshot: ? memories, 7 beliefs, 8354 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 64 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 64: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 63 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 63: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 62 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 16:35 UTC

Improvement cycle 64 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:28 UTC

Improvement cycle 63 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:21 UTC

Improvement cycle 62 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:14 UTC

Improvement cycle 61 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:07 UTC

Improvement cycle 60 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 16:06 UTC

System snapshot: ? memories, 7 beliefs, 8204 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 60: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 59 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 59: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 58 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 58: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 16:00 UTC

Improvement cycle 59 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:53 UTC

Improvement cycle 58 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:46 UTC

Improvement cycle 57 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:39 UTC

Improvement cycle 56 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:36 UTC

System snapshot: ? memories, 7 beliefs, 8084 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 55 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 55: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 54 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 54: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 53 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 15:32 UTC

Improvement cycle 55 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:25 UTC

Improvement cycle 54 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:18 UTC

Improvement cycle 53 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:11 UTC

Improvement cycle 52 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 15:06 UTC

System snapshot: ? memories, 7 beliefs, 7964 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 51 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 51: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 50 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 50: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 49 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 15:04 UTC

Improvement cycle 51 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:57 UTC

Improvement cycle 50 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:50 UTC

Improvement cycle 49 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:43 UTC

Improvement cycle 48 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:36 UTC

System snapshot: ? memories, 7 beliefs, 7844 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 47 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 47: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 46 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 46: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 45 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 14:36 UTC

Improvement cycle 47 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:29 UTC

Improvement cycle 46 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:22 UTC

Improvement cycle 45 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:15 UTC

Improvement cycle 44 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:08 UTC

Improvement cycle 43 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 14:06 UTC

System snapshot: ? memories, 7 beliefs, 7694 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 43: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 42 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 42: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 41 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 41: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 14:01 UTC

Improvement cycle 42 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:54 UTC

Improvement cycle 41 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:47 UTC

Improvement cycle 40 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:39 UTC

Improvement cycle 39 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:36 UTC

System snapshot: ? memories, 7 beliefs, 7574 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 38 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 38: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 37 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 37: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 36 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 13:32 UTC

Improvement cycle 38 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:25 UTC

Improvement cycle 37 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:18 UTC

Improvement cycle 36 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:11 UTC

Improvement cycle 35 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 13:06 UTC

System snapshot: ? memories, 7 beliefs, 7454 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 34 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 34: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 33 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 33: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 32 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 13:04 UTC

Improvement cycle 34 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:57 UTC

Improvement cycle 33 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:50 UTC

Improvement cycle 32 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:43 UTC

Improvement cycle 31 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:36 UTC

System snapshot: ? memories, 7 beliefs, 7334 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 30: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 29 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 29: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 28 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 28: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 12:36 UTC

Improvement cycle 30 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:29 UTC

Improvement cycle 29 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:22 UTC

Improvement cycle 28 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:15 UTC

Improvement cycle 27 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:08 UTC

Improvement cycle 26 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 12:06 UTC

System snapshot: ? memories, 7 beliefs, 7184 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 25 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 25: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 24 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 24: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 23 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 12:01 UTC

Improvement cycle 25 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:54 UTC

Improvement cycle 24 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:46 UTC

Improvement cycle 23 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:39 UTC

Improvement cycle 22 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:36 UTC

System snapshot: ? memories, 7 beliefs, 7064 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 21 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 21: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 20 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 20: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 19 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 11:32 UTC

Improvement cycle 21 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:25 UTC

Improvement cycle 20 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:18 UTC

Improvement cycle 19 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:11 UTC

Improvement cycle 18 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 11:06 UTC

System snapshot: ? memories, 7 beliefs, 6944 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 17 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 16 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 15 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 11:04 UTC

Improvement cycle 17 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:57 UTC

Improvement cycle 16 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:50 UTC

Improvement cycle 15 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:43 UTC

Improvement cycle 14 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:36 UTC

System snapshot: ? memories, 7 beliefs, 6824 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 13 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 12 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 12: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 11 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent,

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 10:36 UTC

Improvement cycle 13 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:28 UTC

Improvement cycle 12 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:21 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:14 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:07 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 10:06 UTC

System snapshot: ? memories, 7 beliefs, 6689 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 7: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 10:00 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:53 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:36 UTC

System snapshot: ? memories, 7 beliefs, 6614 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 5 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 09:36 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:29 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:22 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:15 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:08 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 09:06 UTC

System snapshot: ? memories, 7 beliefs, 6464 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 09:06 UTC

System snapshot: ? memories, 7 beliefs, 6464 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 2 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 09:02 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 08:55 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 08:53 UTC

System snapshot: ? memories, 7 beliefs, 6404 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 4: validation.input_validator: Implement comprehensive input validation for API requests - failed (mindx_meta_agent, autonomous_loop): Cycle 3 failed: Optimize CPU usage. Agents: none - pending (mindx_meta_agent, autonomous_loop): Cycle 3: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:53 UTC

System snapshot: ? memories, 7 beliefs, 6404 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 4: validation.input_validator: Implement comprehensive input validation for API requests - failed (mindx_meta_agent, autonomous_loop): Cycle 3 failed: Optimize CPU usage. Agents: none - pending (mindx_meta_agent, autonomous_loop): Cycle 3: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:50 UTC

Improvement cycle 4 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 08:23 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 08:22 UTC

System snapshot: ? memories, 7 beliefs, 6344 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0817 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:22 UTC

System snapshot: ? memories, 7 beliefs, 6344 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0817 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:18 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 08:16 UTC

System snapshot: ? memories, 7 beliefs, 6314 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0809 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:16 UTC

System snapshot: ? memories, 7 beliefs, 6314 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0809 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req.

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:10 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 08:08 UTC

System snapshot: ? memories, 7 beliefs, 6284 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:08 UTC

System snapshot: ? memories, 7 beliefs, 6284 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 08:05 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:58 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:51 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:49 UTC

System snapshot: ? memories, 7 beliefs, 6194 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 07:49 UTC

System snapshot: ? memories, 7 beliefs, 6194 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 07:44 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:37 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:35 UTC

System snapshot: ? memories, 7 beliefs, 6134 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 07:35 UTC

System snapshot: ? memories, 7 beliefs, 6134 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 07:32 UTC

System snapshot: ? memories, 7 beliefs, 6134 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 07:30 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:23 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:15 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:08 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 07:02 UTC

System snapshot: ? memories, 7 beliefs, 6014 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 07:01 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:54 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:47 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:40 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:33 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:32 UTC

System snapshot: ? memories, 7 beliefs, 5864 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 11 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 10 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 10: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 06:32 UTC

System snapshot: ? memories, 7 beliefs, 5864 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 11 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 10 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 10: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 06:29 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:21 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:14 UTC

System snapshot: ? memories, 7 beliefs, 5804 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 7: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 06:14 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:07 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 06:00 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:53 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:46 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:44 UTC

System snapshot: ? memories, 7 beliefs, 5669 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 05:38 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:31 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:24 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:16 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:14 UTC

System snapshot: ? memories, 7 beliefs, 5534 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0506 published (9.0KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 05:14 UTC

System snapshot: ? memories, 7 beliefs, 5534 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0506 published (9.0KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 05:07 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 05:05 UTC

System snapshot: ? memories, 7 beliefs, 5504 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 10 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 10: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 05:05 UTC

System snapshot: ? memories, 7 beliefs, 5504 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 10 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, - pending (mindx_meta_agent, autonomous_loop): Cycle 10: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 9 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 04:57 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:50 UTC

System snapshot: ? memories, 7 beliefs, 5459 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 8 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 7 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 7: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 04:49 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:42 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:35 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:28 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:21 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:20 UTC

System snapshot: ? memories, 7 beliefs, 5324 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 4 succeeded: Improve improvement success rate. Agents: strategic_evolution_agent, bdi_agent, m - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - completed (mindx_meta_agent, autonomous_loop): Cycle 3 succeeded: validation.input_validator: Implement comprehensive input validation for API req. - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 04:13 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 04:06 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:59 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:52 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:50 UTC

System snapshot: ? memories, 7 beliefs, 5189 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0344 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0339 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:50 UTC

System snapshot: ? memories, 7 beliefs, 5189 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0344 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0339 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:45 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:43 UTC

System snapshot: ? memories, 7 beliefs, 5159 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0339 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0334 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:43 UTC

System snapshot: ? memories, 7 beliefs, 5159 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0339 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0334 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:40 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:38 UTC

System snapshot: ? memories, 7 beliefs, 5129 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0334 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0328 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:38 UTC

System snapshot: ? memories, 7 beliefs, 5129 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0334 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0328 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:35 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:33 UTC

System snapshot: ? memories, 7 beliefs, 5099 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0328 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_0325 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:33 UTC

System snapshot: ? memories, 7 beliefs, 5099 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0328 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_0325 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:29 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:27 UTC

System snapshot: ? memories, 7 beliefs, 5069 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0325 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0317 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:27 UTC

System snapshot: ? memories, 7 beliefs, 5069 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0325 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0317 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:24 UTC

System snapshot: ? memories, 7 beliefs, 5054 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0317 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0310 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:24 UTC

System snapshot: ? memories, 7 beliefs, 5054 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0317 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0310 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:18 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:16 UTC

System snapshot: ? memories, 7 beliefs, 5024 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0310 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:16 UTC

System snapshot: ? memories, 7 beliefs, 5024 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0310 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:11 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:09 UTC

System snapshot: ? memories, 7 beliefs, 4994 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0302 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0254 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:09 UTC

System snapshot: ? memories, 7 beliefs, 4994 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0302 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0254 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:03 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 03:01 UTC

System snapshot: ? memories, 7 beliefs, 4964 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0254 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0248 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 03:01 UTC

System snapshot: ? memories, 7 beliefs, 4964 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0254 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0248 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:55 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:53 UTC

System snapshot: ? memories, 7 beliefs, 4934 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0248 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_0240 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:53 UTC

System snapshot: ? memories, 7 beliefs, 4934 backlog items, 4/10 sources available (local inference active)

Actions

- completed (mindx_meta_agent, autonomous_loop): Cycle 1 succeeded: Optimize CPU usage. Agents: strategic_evolution_agent, bdi_agent, mastermind_agen - completed (author_agent, publish): Book edition 20260412_0248 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, publish): Book edition 20260412_0240 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:49 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:47 UTC

System snapshot: ? memories, 7 beliefs, 4904 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0240 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:47 UTC

System snapshot: ? memories, 7 beliefs, 4904 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0240 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:41 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:39 UTC

System snapshot: ? memories, 7 beliefs, 4874 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:39 UTC

System snapshot: ? memories, 7 beliefs, 4874 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:35 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:33 UTC

System snapshot: ? memories, 7 beliefs, 4844 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:33 UTC

System snapshot: ? memories, 7 beliefs, 4844 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:31 UTC

System snapshot: ? memories, 7 beliefs, 4829 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:31 UTC

System snapshot: ? memories, 7 beliefs, 4829 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:27 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:20 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:12 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 02:10 UTC

System snapshot: ? memories, 7 beliefs, 4739 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0205 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:10 UTC

System snapshot: ? memories, 7 beliefs, 4739 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0205 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:04 UTC

System snapshot: ? memories, 7 beliefs, 4724 backlog items, 4/10 sources available (local inference active)

Actions

- completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_ - completed (machine_dreaming, machine_dreaming): Dream: coordinator_agent_main — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: c

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:04 UTC

System snapshot: ? memories, 7 beliefs, 4724 backlog items, 4/10 sources available (local inference active)

Actions

- completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_ - completed (machine_dreaming, machine_dreaming): Dream: coordinator_agent_main — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: c

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 02:00 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:52 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:51 UTC

System snapshot: ? memories, 7 beliefs, 4664 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:51 UTC

System snapshot: ? memories, 7 beliefs, 4664 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:49 UTC

System snapshot: ? memories, 7 beliefs, 4664 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:49 UTC

System snapshot: ? memories, 7 beliefs, 4664 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:45 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:38 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:30 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:28 UTC

System snapshot: ? memories, 7 beliefs, 4574 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0125 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:28 UTC

System snapshot: ? memories, 7 beliefs, 4574 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0125 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:26 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:24 UTC

System snapshot: ? memories, 7 beliefs, 4544 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:24 UTC

System snapshot: ? memories, 7 beliefs, 4544 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:17 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:09 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 01:07 UTC

System snapshot: ? memories, 7 beliefs, 4484 backlog items, 4/10 sources available (local inference active)

Actions

- completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_ - completed (machine_dreaming, machine_dreaming): Dream: coordinator_agent_main — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: c

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:07 UTC

System snapshot: ? memories, 7 beliefs, 4484 backlog items, 4/10 sources available (local inference active)

Actions

- completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: - completed (machine_dreaming, machine_dreaming): Dream: github_agent_tool — 5 patterns extracted, 5 stored to LTM. Top insight: Top processes: github - completed (machine_dreaming, machine_dreaming): Dream: mindx_meta_agent — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: ollama_ - completed (machine_dreaming, machine_dreaming): Dream: coordinator_agent_main — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes: c

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 01:03 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:55 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:53 UTC

System snapshot: ? memories, 7 beliefs, 4424 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0049 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, lunar_cycle): Lunar day 24/28 — Predictions (waning crescent) - completed (author_agent, publish): Book edition 20260412_0044 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 18: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 00:53 UTC

System snapshot: ? memories, 7 beliefs, 4424 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260412_0049 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - completed (author_agent, lunar_cycle): Lunar day 24/28 — Predictions (waning crescent) - completed (author_agent, publish): Book edition 20260412_0044 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 18: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 00:50 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:48 UTC

System snapshot: ? memories, 7 beliefs, 4394 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, lunar_cycle): Lunar day 24/28 — Predictions (waning crescent) - completed (author_agent, publish): Book edition 20260412_0044 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 18: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 00:48 UTC

System snapshot: ? memories, 7 beliefs, 4394 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, lunar_cycle): Lunar day 24/28 — Predictions (waning crescent) - completed (author_agent, publish): Book edition 20260412_0044 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 18: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 00:44 UTC

Chapter published: day 24/28 — Predictions — waning crescent

2026-04-12 00:43 UTC

Improvement cycle 18 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:39 UTC

System snapshot: ? memories, 7 beliefs, 4364 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 15: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 14: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 00:36 UTC

Improvement cycle 17 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:28 UTC

Improvement cycle 16 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:21 UTC

Improvement cycle 15 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:14 UTC

Improvement cycle 14 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:09 UTC

System snapshot: ? memories, 7 beliefs, 4244 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 12: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 10: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_2344 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-12 00:07 UTC

Improvement cycle 13 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-12 00:00 UTC

Improvement cycle 12 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:52 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:45 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:39 UTC

System snapshot: ? memories, 7 beliefs, 4124 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 7: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 6: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 23:38 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:31 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:24 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:17 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:10 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 23:09 UTC

System snapshot: ? memories, 7 beliefs, 3989 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 23:03 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:55 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:48 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:41 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:39 UTC

System snapshot: ? memories, 7 beliefs, 3854 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260411_2230 published (8.8KB) - completed (author_agent, publish): Book edition 20260411_2227 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (author_agent, publish): Book edition 20260411_2220 published (8.8KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 22:39 UTC

System snapshot: ? memories, 7 beliefs, 3854 backlog items, 4/10 sources available (local inference active)

Actions

- completed (author_agent, publish): Book edition 20260411_2230 published (8.8KB) - completed (author_agent, publish): Book edition 20260411_2227 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (author_agent, publish): Book edition 20260411_2220 published (8.8KB)

Autonomous Decisions

- mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 22:28 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:26 UTC

System snapshot: ? memories, 7 beliefs, 3824 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (author_agent, publish): Book edition 20260411_2220 published (8.8KB) - completed (author_agent, publish): Book edition 20260411_2217 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 79: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 22:26 UTC

System snapshot: ? memories, 7 beliefs, 3824 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (author_agent, publish): Book edition 20260411_2220 published (8.8KB) - completed (author_agent, publish): Book edition 20260411_2217 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 79: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=2 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=9 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 22:18 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:16 UTC

System snapshot: ? memories, 7 beliefs, 3779 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 79: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 78: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_2201 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 77: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 76: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 22:16 UTC

System snapshot: ? memories, 7 beliefs, 3779 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 79: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 78: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_2201 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 77: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 76: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 22:12 UTC

Improvement cycle 79 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 22:05 UTC

Improvement cycle 78 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:58 UTC

Improvement cycle 77 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:55 UTC

System snapshot: ? memories, 7 beliefs, 3689 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 76: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 75: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 74: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 73: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 72: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 21:50 UTC

Improvement cycle 76 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:43 UTC

Improvement cycle 75 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:36 UTC

Improvement cycle 74 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:29 UTC

Improvement cycle 73 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:25 UTC

System snapshot: ? memories, 7 beliefs, 3569 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 72: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 71: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 70: Improve improvement success rate - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 21:22 UTC

Improvement cycle 72 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:15 UTC

Improvement cycle 71 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:07 UTC

Improvement cycle 70 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 21:00 UTC

Improvement cycle 69 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:55 UTC

System snapshot: ? memories, 7 beliefs, 3449 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 68: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 67: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 66: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 65: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 64: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 20:53 UTC

Improvement cycle 68 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:46 UTC

Improvement cycle 67 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:39 UTC

Improvement cycle 66 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:32 UTC

Improvement cycle 65 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:25 UTC

Improvement cycle 64 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:25 UTC

System snapshot: ? memories, 7 beliefs, 3314 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 64: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 63: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 62: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 61: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_2001 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 20:18 UTC

Improvement cycle 63 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:11 UTC

Improvement cycle 62 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 20:03 UTC

Improvement cycle 61 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:56 UTC

Improvement cycle 60 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:55 UTC

System snapshot: ? memories, 7 beliefs, 3179 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 59: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 58: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 57: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 56: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 55: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 19:49 UTC

Improvement cycle 59 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:42 UTC

Improvement cycle 58 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:35 UTC

Improvement cycle 57 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:28 UTC

Improvement cycle 56 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:25 UTC

System snapshot: ? memories, 7 beliefs, 3059 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 55: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 54: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 53: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_1901 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 52: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 19:21 UTC

Improvement cycle 55 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:14 UTC

Improvement cycle 54 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 19:07 UTC

Improvement cycle 53 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:59 UTC

Improvement cycle 52 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:55 UTC

System snapshot: ? memories, 7 beliefs, 2939 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 51: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 50: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 49: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 48: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 47: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 18:52 UTC

Improvement cycle 51 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:45 UTC

Improvement cycle 50 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:38 UTC

Improvement cycle 49 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:31 UTC

Improvement cycle 48 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:25 UTC

System snapshot: ? memories, 7 beliefs, 2819 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 47: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 46: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 45: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_1800 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 44: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 18:24 UTC

Improvement cycle 47 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:17 UTC

Improvement cycle 46 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:10 UTC

Improvement cycle 45 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 18:02 UTC

Improvement cycle 44 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:55 UTC

Improvement cycle 43 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:55 UTC

System snapshot: ? memories, 7 beliefs, 2684 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 43: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 42: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 41: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 40: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 39: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 17:48 UTC

Improvement cycle 42 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:41 UTC

Improvement cycle 41 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:34 UTC

Improvement cycle 40 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:27 UTC

Improvement cycle 39 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:25 UTC

System snapshot: ? memories, 7 beliefs, 2549 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 38: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 37: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 36: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_1700 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 35: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 17:19 UTC

Improvement cycle 38 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:12 UTC

Improvement cycle 37 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 17:05 UTC

Improvement cycle 36 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:58 UTC

Improvement cycle 35 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:55 UTC

System snapshot: ? memories, 7 beliefs, 2429 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 34: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 33: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 32: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 31: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 30: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 16:51 UTC

Improvement cycle 34 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:44 UTC

Improvement cycle 33 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:37 UTC

Improvement cycle 32 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:30 UTC

Improvement cycle 31 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:25 UTC

System snapshot: ? memories, 7 beliefs, 2309 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 30: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 29: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 28: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_1600 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 27: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 16:22 UTC

Improvement cycle 30 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:15 UTC

Improvement cycle 29 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:08 UTC

Improvement cycle 28 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 16:01 UTC

Improvement cycle 27 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:55 UTC

System snapshot: ? memories, 7 beliefs, 2189 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 26: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 25: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 24: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 23: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 22: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 15:54 UTC

Improvement cycle 26 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:47 UTC

Improvement cycle 25 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:40 UTC

Improvement cycle 24 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:33 UTC

Improvement cycle 23 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:26 UTC

Improvement cycle 22 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:25 UTC

System snapshot: ? memories, 7 beliefs, 2054 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 22: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 21: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 20: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 19: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_1500 published (8.9KB)

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 15:19 UTC

Improvement cycle 21 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:12 UTC

Improvement cycle 20 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 15:04 UTC

Improvement cycle 19 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:57 UTC

Improvement cycle 18 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:55 UTC

System snapshot: ? memories, 7 beliefs, 1919 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 17: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 16: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 15: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 14: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 14:50 UTC

Improvement cycle 17 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:43 UTC

Improvement cycle 16 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:36 UTC

Improvement cycle 15 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:29 UTC

Improvement cycle 14 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:25 UTC

System snapshot: ? memories, 7 beliefs, 1799 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 13: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 12: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 11: Improve improvement success rate - completed (author_agent, publish): Book edition 20260411_1359 published (8.9KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 10: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 14:22 UTC

Improvement cycle 13 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:15 UTC

Improvement cycle 12 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:08 UTC

Improvement cycle 11 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 14:01 UTC

Improvement cycle 10 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:55 UTC

System snapshot: ? memories, 7 beliefs, 1679 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 9: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 8: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 7: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 6: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 13:53 UTC

Improvement cycle 9 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:46 UTC

Improvement cycle 8 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:39 UTC

Improvement cycle 7 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:32 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:25 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:25 UTC

System snapshot: ? memories, 7 beliefs, 1544 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 6 patterns extracted, 6 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 6 patterns extracted, 6 stored to LTM. Top insight: Top processes:

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=9 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 13:18 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:11 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 13:04 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:57 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:55 UTC

System snapshot: ? memories, 7 beliefs, 1409 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 6: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 12:55 UTC

System snapshot: ? memories, 7 beliefs, 1409 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 6: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2 - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 12:53 UTC

System snapshot: ? memories, 7 beliefs, 1394 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 6: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 12:53 UTC

System snapshot: ? memories, 7 beliefs, 1394 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 6: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 12:49 UTC

Improvement cycle 6 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:42 UTC

System snapshot: ? memories, 7 beliefs, 1364 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 5: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 4: Improve improvement success rate - pending (mindx_meta_agent, autonomous_loop): Cycle 3: validation.input_validator: Implement comprehensive input validation for API requests - completed (machine_dreaming, machine_dreaming): Dream: bdi_agent_mastermind_strategy_mastermind_prime — 4 patterns extracted, 4 stored to LTM. Top i - completed (machine_dreaming, machine_dreaming): Dream: default_identity_manager — 4 patterns extracted, 4 stored to LTM. Top insight: Dominant memor

Autonomous Decisions

- mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop - mindx_meta_agent (mindx_improvement_selection): — priority=1 - mindx_meta_agent (mindx_improvement_execution): — autonomous_improvement_loop

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 12:42 UTC

Improvement cycle 5 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:34 UTC

Improvement cycle 4 succeeded — goal: Improve improvement success rate, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:27 UTC

Improvement cycle 3 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:20 UTC

Improvement cycle 2 succeeded — goal: validation.input_validator: Implement comprehensive input validation for API requests, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:13 UTC

Improvement cycle 1 succeeded — goal: Optimize CPU usage, agents: strategic_evolution_agent, bdi_agent, mastermind_agent

2026-04-11 12:12 UTC

System snapshot: ? memories, 7 beliefs, 1214 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (author_agent, publish): Book edition 20260411_1206 published (8.8KB) - completed (author_agent, publish): Book edition 20260411_1203 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests

2026-04-11 12:12 UTC

System snapshot: ? memories, 7 beliefs, 1214 backlog items, 4/10 sources available (local inference active)

Actions

- pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage - pending (mindx_meta_agent, autonomous_loop): Cycle 2: validation.input_validator: Implement comprehensive input validation for API requests - completed (author_agent, publish): Book edition 20260411_1206 published (8.8KB) - completed (author_agent, publish): Book edition 20260411_1203 published (8.8KB) - pending (mindx_meta_agent, autonomous_loop): Cycle 1: Optimize CPU usage

Autonomous Decisions

- startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - startup_agent (startup_ollama_bootstrap): — Ollama reachable at http://localhost:11434 - mindx_meta_agent (ollama_model_selection): — best_for_task reasoning - mindx_meta_agent (mindx_improvement_selection): — priority=2

New Beliefs (Learned Knowledge)

- mindx.evolution.blueprint.latest: {'blueprint_title': 'Structural Blueprint (skeleton from improvement backlog)', 'target_mindx_version_increment': '0.0.1', 'focus_areas': ['system'], 'bdi_todo_list': [{'goal_description': 'Install Ollama and pull required models for local AI inference', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Implement fallback provider selection when primary LLM fails', 'priority': 7, 'target_component': 'system'}, {'goal_description': 'Implement comprehensive input validation for API requests', 'priority': 9, 'target_component': 'system'}, {'goal_description': 'Add output validation checks to ensure expected formats and data types', 'priority': 8, 'target_component': 'system'}, {'goal_description': 'Enhance model input validation with specific checks for LLM providers', 'priority': 7, 'target_component': 'system'}], 'key_performance_indicators': ['Improvement cycle completion rate', 'Agent health score'], 'potential_risks': ['Skeleton requires LLM enrichment for strategic depth'], 'source': 'skeleton'}

Priority Backlog

- [9] validation.input_validator: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests - [9] system: Implement comprehensive input validation for API requests


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