# Phase 8: Closed-Loop Sovereign Autonomy — Implementation Checklist

## 1. Infrastructure (Foundational Resilience)
- [x] Create `requirements.txt` for consistent environment setup.
- [x] Implement `research/tests/test_knowledge_mapper.py`.
- [x] Implement `research/tests/test_tlm.py`.
- [x] Implement `research/tests/test_agentic_bridge.py`.
- [x] Implement `research/tests/test_action_mapper.py`.
- [x] Implement `research/tests/test_tgi_agent.py`.

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

## 3. Execution (Agentic Completion)
- [x] **COMPLETED**: Built the `ActionExecutor` class in `research/agentic_action_engine.py` to handle plan execution.
- [x] **COMPLETED**: Implemented the feedback loop where tool results are re-ingested into the TGI ontology (Law VII).

## 4. Resilience (Codex Enforcement)
- [x] **COMPLETED**: Established the autonomous "Intent -> Action -> Feedback" loop.
- [x] **COMPLETED**: Added unit test coverage for H2 parity recovery and manifold adaptation.

## 5. Transition to Zero-Preprocessing (Phase 9 Bridge)
- [x] **Topological Projection**: Implemented in `research/tgi_engine.py`.
- [x] **Self-Healing Imputer**: Verified on missing BaridiMob transaction data.
- [x] **Bouncer Gate**: $O(1)$ topological filter for noise rejection.
- [x] **FSO Formalization**: Formal manuscript finalized in `research/FSO_MANUSCRIPT.md`.

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*Last Updated: March 2026 — Phase 8 COMPLETED*