docs/PHASE_8_CHECKLIST.md

Phase 8: Closed-Loop Sovereign Autonomy — Implementation Checklist

1. Infrastructure (Foundational Resilience)

• Create requirements.txt for consistent environment setup.
• Implement research/tests/test_knowledge_mapper.py.
• Implement research/tests/test_tlm.py.
• Implement research/tests/test_agentic_bridge.py.
• Implement research/tests/test_action_mapper.py.
• Implement research/tests/test_tgi_agent.py.

2. Refinement (Semantic Grounding)

• FIXED: Replaced MD5 hashing in ActionMapper.resolve_intent with TLM-based coordinate lifting and domain-anchored fiber resolution (Law VIII).
• COMPLETED: Implemented dynamic $m$ and $k$ resizing in TGIAgent based on HardwareMapper telemetry (Law IX).
• COMPLETED: Added docstrings to algebraic.py and aimo_3_gateway.py to reduce documentation debt.

3. Execution (Agentic Completion)

• COMPLETED: Built the ActionExecutor class in research/agentic_action_engine.py to handle plan execution.
• COMPLETED: Implemented the feedback loop where tool results are re-ingested into the TGI ontology (Law VII).

4. Resilience (Codex Enforcement)

• COMPLETED: Established the autonomous "Intent -> Action -> Feedback" loop.
• COMPLETED: Added unit test coverage for H2 parity recovery and manifold adaptation.

5. Transition to Zero-Preprocessing (Phase 9 Bridge)

• Topological Projection: Implemented in research/tgi_engine.py.
• Self-Healing Imputer: Verified on missing BaridiMob transaction data.
• Bouncer Gate: $O(1)$ topological filter for noise rejection.
• FSO Formalization: Formal manuscript finalized in research/FSO_MANUSCRIPT.md.

---

Last Updated: March 2026 — Phase 8 COMPLETED