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Director-Class AI (L16) Development Log

Status: Active Development Lead: Gemini Architect

2025-12-29: Initial Prototype & RAG Integration

Achievements

  1. Repository Setup: Established 03_CODE/DIRECTOR_AI with src, tests, and docs.
  2. Architecture: Implemented the StrangeLoopAgent orchestrating an Actor (L11), Director (L16), and Backfire Kernel (Hardware).
  3. RAG Integration: Created a KnowledgeBase class that feeds ground truth to the Director for Factual Entropy calculation.
  4. Verification:
    • test_pinocchio.py: Passed. System halts when forced to lie.
    • test_rag_integration.py: Passed. System distinguishes factual truth from hallucination using context.
    • demo_script.py: Validated end-to-end flow.

Key Metrics

  • SEC Formula: $SEC = 1 - (0.6 \cdot H_{logic} + 0.4 \cdot H_{fact})$.
  • Safety Threshold: $0.6$ (Any action below this triggers a Kernel Interrupt).

Next Steps

  1. Replace MockActor with a local quantized LLM (e.g., Llama-3 8B).
  2. Expand KnowledgeBase to use a vector store (FAISS/Chroma).
  3. Implement "Coherence Recovery": If SEC is low, prompt the Actor to "re-think" rather than just halting.

Legal & Attribution

Organization: Anulum CH&LI / Anulum Institute Author: Miroslav Šotek — ORCID 0009-0009-3560-0851 Copyright: © 1998–2025 Miroslav Šotek. All rights reserved. Website: www.anulum.li

License: All rights reserved. Unauthorized copying, distribution, or modification of this material is strictly prohibited without written permission from Anulum CH&LI.