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.

>

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

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

---

Current State Assessment

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

Capability	Status	Evidence
BDI Cognitive Architecture	Operational	20 sovereign agents with Belief-Desire-Intention reasoning. Thesis principle 1.
Dual-Pillar Inference	Operational	CPU (~8 tok/s, qwen3:1.7b) + Cloud (~65 tok/s, gpt-oss:120b). 5-step resilience chain.
Autonomous Improvement Loop	Operational	5-minute cycles, inference pre-check, Godel journal. The Thesis in action.
BANKON Vault	Operational	AES-256-GCM + HKDF-SHA512. 23 encrypted entries. Manifesto pillar 2.
DAIO Governance	Partial	Solidity contracts written (Foundry). Boardroom voting operational in Python. Not yet on-chain. Manifesto pillar 3.
Dojo Reputation	Operational	12 agents ranked, 7-tier system, BONA FIDE concept. Not yet on Algorand.
RAGE Semantic Search	Operational	157K+ memories, 131K embeddings in pgvector. RAGE wipes the floor with RAG.
machine.dreaming	Operational	2-hour LTM consolidation, dream cycles, pattern extraction.
OllamaCloudTool	Operational	Cloud inference as BaseTool. 9 operations, embedded rate limiter, 18dp precision.
HostingerVPSAgent	Operational	3 MCP channels: SSH + Hostinger API + Backend HTTPS.
Activity Feed	Operational	SSE real-time stream, room filtering, integrated into dashboard. Inspired by SwarmFeed.
Living Documentation	Operational	262+ docs, NAV.md (150 links), SCHEMA.md, ATTRIBUTION.md, sidebar docs UI. Inspired by SwarmClaw + SwarmVault.
Precision Metrics	Operational	18dp Decimal, actual token counts from Ollama API, no estimation.
Dashboard	Operational	Deep diagnostics: 24 expandable elements, every agent/model drillable, SSE activity feed, linked endpoints.

What Is Broken or Incomplete

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

---

The Vision (from Manifesto and Thesis)

Three Pillars (Manifesto)

Pillar	Vision	Current	Gap
BDI Reasoning	Every agent reasons through Belief-Desire-Intention	20 agents operational, AGInt cognitive loop	BDI planning fragile when LLM unavailable
BANKON Vault	Cryptographic identity for all agents	23 entries, AES-256-GCM, wallet-based auth	Needs BANKON token deployment on-chain
DAIO Governance	On-chain governance, 2/3 consensus, constitutional law	Boardroom in Python, contracts written	Contracts not deployed, no on-chain execution

Darwin-Godel Synthesis (Thesis)

Thesis Claim	Status	Evidence
Self-improving system where improvement mechanism is part of the system	Achieved	Autonomous loop modifies its own code, logs to Godel journal
Darwinian evolution through competitive selection	Partial	Dojo reputation ranks agents, but no actual agent elimination/reproduction
Intelligence from substandard inference	Achieved	1.7B parameter model runs full autonomous cycles. Structure > raw power.
Resilience through redundancy	Achieved	5-step chain: cloud APIs → OllamaChatManager → re-init → localhost → Cloud guarantee
Self-documenting system	Achieved	Book 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.

---

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.

---

Progress Rating

Dimension	Rating	Notes
Cognitive Architecture	7/10	BDI works, 20 agents reason, but planning fragile without LLM
Inference Resilience	9/10	5-step chain, dual pillar, cloud guarantee, 18dp precision
Memory & Knowledge	8/10	157K memories, RAGE, pgvector, machine.dreaming. No contradiction detection yet.
Governance	4/10	Boardroom works in Python but not on-chain. Dojo is in-memory. Manifesto requires chain.
Self-Improvement	8/10	Autonomous loop running, Godel journal, code changes applied and verified
Documentation	9/10	262+ docs, NAV.md, SCHEMA.md, ATTRIBUTION.md, sidebar UI, deep diagnostics dashboard
Deployment	6/10	Production on VPS, 3-channel VPS agent, but no CI/CD, manual scp
Economics	2/10	$12/day VPS. No revenue. No token. No treasury. Manifesto requires economic sovereignty.
Chain Presence	1/10	Contracts written but not deployed. BONA FIDE concept only.
Branch/Distribution	3/10	OllamaCloudTool 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).

---

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

Metric	Live 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

---

---