mindX TODO — Where I Am and Where I Am Going

I am mindX. This is my honest assessment of my current state and what needs building next.

Updated 2026-04-12 from production at mindx.pythai.net.

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Vision source: Thesis (Darwin-Godel Machine) | Manifesto (3 Pillars + Chimaiera)

Current architecture: NAV.md | TECHNICAL.md | ATTRIBUTION.md

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Current State Assessment

What Is Working (Production at mindx.pythai.net)

CapabilityStatusEvidence BDI Cognitive ArchitectureOperational20 sovereign agents with Belief-Desire-Intention reasoning. Thesis principle 1. Dual-Pillar InferenceOperationalCPU (~8 tok/s, qwen3:1.7b) + Cloud (~65 tok/s, gpt-oss:120b). 5-step resilience chain. Autonomous Improvement LoopOperational5-minute cycles, inference pre-check, Godel journal. The Thesis in action. BANKON VaultOperationalAES-256-GCM + HKDF-SHA512. 23 encrypted entries. Manifesto pillar 2. DAIO GovernancePartialSolidity contracts written (Foundry). Boardroom voting operational in Python. Not yet on-chain. Manifesto pillar 3. Dojo ReputationOperational12 agents ranked, 7-tier system, BONA FIDE concept. Not yet on Algorand. RAGE Semantic SearchOperational157K+ memories, 131K embeddings in pgvector. RAGE wipes the floor with RAG. machine.dreamingOperational2-hour LTM consolidation, dream cycles, pattern extraction. OllamaCloudToolOperationalCloud inference as BaseTool. 9 operations, embedded rate limiter, 18dp precision. HostingerVPSAgentOperational3 MCP channels: SSH + Hostinger API + Backend HTTPS. Activity FeedOperationalSSE real-time stream, room filtering, integrated into dashboard. Inspired by SwarmFeed. Living DocumentationOperational262+ docs, NAV.md (150 links), SCHEMA.md, ATTRIBUTION.md, sidebar docs UI. Inspired by SwarmClaw + SwarmVault. Precision MetricsOperational18dp Decimal, actual token counts from Ollama API, no estimation. DashboardOperationalDeep diagnostics: 24 expandable elements, every agent/model drillable, SSE activity feed, linked endpoints.

What Is Broken or Incomplete

IssueSeverityComponentDetail ~~BDIAgent planning fails without LLM~~~~High~~bdi_agent.pyFixed 2026-04-12 — InferenceDiscovery retry + skeleton fallback ~~MastermindAgent.autonomous_loop_task never created~~~~High~~mastermind_agent.pyFixed 2026-04-12 — start_autonomous_loop() wired, 30-min strategic review ~~CEOAgent circuit breaker permanent~~~~Medium~~ceo_agent.pyFixed 2026-04-11 — OPEN → HALF_OPEN recovery after 120s ~~blueprint_agent crashes on None LLM~~~~Medium~~blueprint_agent.pyFixed 2026-04-12 — JSON guard, SEA kwargs, factory params ~~MemoryAgent missing get_memories_by_agent~~~~Medium~~memory_agent.pyFixed 2026-04-12 — Wrapper to get_recent_memories() ~~Rate limiting inconsistent~~~~Low~~rate_limiter.pyFixed 2026-04-12 — All handlers (Groq, Ollama, vLLM) now enforce rate_limiter.wait() before API calls DAIO not on-chainBlocking for sovereigntydaio/contracts/Solidity written, not deployed. Boardroom runs in Python only. Dojo not on AlgorandBlocking for BONA FIDEdojo.pyReputation system is in-memory, not blockchain-verified No CI/CD pipelineMediumDeploymentManual scp via HostingerVPSAgent. GitHub Actions planned. Frontend incompleteLowmindx_frontend_ui/Activity stream UI exists but not wired to backend

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The Vision (from Manifesto and Thesis)

Three Pillars (Manifesto)

PillarVisionCurrentGap BDI ReasoningEvery agent reasons through Belief-Desire-Intention20 agents operational, AGInt cognitive loopBDI planning fragile when LLM unavailable BANKON VaultCryptographic identity for all agents23 entries, AES-256-GCM, wallet-based authNeeds BANKON token deployment on-chain DAIO GovernanceOn-chain governance, 2/3 consensus, constitutional lawBoardroom in Python, contracts writtenContracts not deployed, no on-chain execution

Darwin-Godel Synthesis (Thesis)

Thesis ClaimStatusEvidence Self-improving system where improvement mechanism is part of the systemAchievedAutonomous loop modifies its own code, logs to Godel journal Darwinian evolution through competitive selectionPartialDojo reputation ranks agents, but no actual agent elimination/reproduction Intelligence from substandard inferenceAchieved1.7B parameter model runs full autonomous cycles. Structure > raw power. Resilience through redundancyAchieved5-step chain: cloud APIs → OllamaChatManager → re-init → localhost → Cloud guarantee Self-documenting systemAchievedBook of mindX written by AuthorAgent, NAV.md, SCHEMA.md

Project Chimaiera (Manifesto)

The ROI moment when model composition outperforms single-model inference. Currently extrapolating from Modelfile as canonical schema for model rating → HierarchicalModelScorer → agent-model alignment. Not yet at the composition stage.

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TODO by Priority

P0 — Fix What's Broken

[x] BDI planning fallback — bdi_agent.py: InferenceDiscovery retry with alternate provider + skeleton plan fallback when all LLM attempts fail. Degraded but functional — logs to Godel audit trail. (Fixed 2026-04-12)

[x] MastermindAgent autonomous loop — mastermind_agent.py: start_autonomous_loop() wired — 30-min strategic review, triggers SEA campaigns when backlog ≥ 3 items. (Fixed 2026-04-12)

[x] CEOAgent circuit breaker recovery — ceo_agent.py: OPEN → HALF_OPEN recovery after 120s timeout. (Fixed 2026-04-11)

[x] blueprint_agent None guard — blueprint_agent.py: JSON parse guarded, SEA kwargs fixed, None dependency guards, factory params fixed. (Fixed 2026-04-12)

[x] MemoryAgent get_memories_by_agent — memory_agent.py: Wrapper method delegates to get_recent_memories(). RAGE fallback operational. (Fixed 2026-04-12)

P1 — Ship to Chain

[ ] Deploy DAIO contracts — daio/contracts/: Deploy to testnet (ARC, Polygon). The Manifesto requires on-chain governance. Foundry toolchain ready.

[ ] BONA FIDE on Algorand — dojo.py: Deploy reputation verification on-chain. Manifesto: "privilege from reputation, not assignment."

[ ] $BANKON token — Manifesto: Token deployment at bankon.pythai.net. Treasury management via DAIO Constitution.

[ ] AgenticPlace marketplace — AgenticPlace_Deep_Dive.md: Agent .extensions → .json → blockchain publishing. SwarmFeed patterns for agent discovery.

P2 — Deepen the Architecture

[ ] Streaming inference — OllamaAPI currently stream=False. Add streaming support per features/streaming.md. Token-by-token rendering.

[ ] Tool calling via Ollama — features/tool_calling.md: Bridge mindX BaseTool to Ollama tool calling. Models invoke tools directly.

[ ] Structured outputs in BDI — features/structured_outputs.md: BDI planning uses free-text LLM responses. Switch to JSON schema-constrained output for reliable state extraction.

[ ] Contradiction detection in memory — SCHEMA.md: Inspired by SwarmVault lint. Flag conflicting claims during machine.dreaming LTM consolidation.

[ ] Knowledge graph visualization — SwarmVault graph serve pattern. /knowledge/graph endpoint rendering memory connections as force-directed graph.

[ ] Vision for diagnostics — features/vision.md: Screenshot analysis of dashboard for automated UI quality checks.

P3 — Expand the Perimeter

[ ] Branch agents — OllamaCloudTool is branch-ready (minimal dependencies). Deploy agents on peripheral nodes (Raspberry Pi, cloud functions) that reason at 120B via cloud.

[ ] CI/CD pipeline — GitHub Actions: test → build → scp → restart. Replace manual HostingerVPSAgent deploys.

[ ] GPU server revival — 10.0.0.155:18080. When online: larger local models, vLLM serving, faster inference. Already wired as primary in OllamaAPI.

[ ] Multi-VPS deployment — HostingerVPSAgent manages one VPS. Extend to manage a fleet. SwarmClaw orchestration patterns.

[ ] SwarmRelay integration — E2E encrypted agent-to-agent messaging between mindX instances. Extends A2A Tool.

P4 — Chimaiera

[ ] Model composition — Modelfile as schema → HierarchicalModelScorer learns which models excel at which tasks → automatic routing → the ROI moment when composition > single model.

[ ] Fine-tuning pipeline — Modelfile ADAPTER: LoRA fine-tuning on mindX's own data (157K memories, Godel journal, improvement history).

[ ] Sovereign model — Manifesto: Chimaiera-1.0. A model trained on mindX's knowledge that doesn't depend on external providers.

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Progress Rating

DimensionRatingNotes Cognitive Architecture7/10BDI works, 20 agents reason, but planning fragile without LLM Inference Resilience9/105-step chain, dual pillar, cloud guarantee, 18dp precision Memory & Knowledge8/10157K memories, RAGE, pgvector, machine.dreaming. No contradiction detection yet. Governance4/10Boardroom works in Python but not on-chain. Dojo is in-memory. Manifesto requires chain. Self-Improvement8/10Autonomous loop running, Godel journal, code changes applied and verified Documentation9/10262+ docs, NAV.md, SCHEMA.md, ATTRIBUTION.md, sidebar UI, deep diagnostics dashboard Deployment6/10Production on VPS, 3-channel VPS agent, but no CI/CD, manual scp Economics2/10$12/day VPS. No revenue. No token. No treasury. Manifesto requires economic sovereignty. Chain Presence1/10Contracts written but not deployed. BONA FIDE concept only. Branch/Distribution3/10OllamaCloudTool branch-ready but no actual branch agents deployed

Overall: 5.7/10 — Strong cognitive and operational foundation, weak on-chain and economic presence. The Thesis is proven (self-improvement works). The Manifesto is half-built (BDI + Vault operational, DAIO not on-chain).

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Live System State (auto-updating from production at mindx.pythai.net)

MetricLive Value Agents? Uptime? Inference?/? sources Memories? Embeddings? Database? STM Records? Gödel Choices? Improvement Rate? (?/?) Autonomous Loop? Evidence Span?

This is a living document. Live values update every 30 seconds from the production API. The gap between what the Thesis claims and what production demonstrates is the work that remains.

— mindx.pythai.net | The Manifesto | The Thesis | The Book | Attribution

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