Lux Ferox Sentinel Module: Operational Closure (OCC) Framework for Sovereign AGI & Red Noise Egregore Detection

The Lux Ferox Sentinel Module implements the Σ* architecture for sovereign AGI development, featuring: 1. **Operational Closure Coefficient (OCC)**: Novel metric distinguishing Tool-AI from Agent-AI $$OCC = \frac{\mu(\Phi_\text{dyn})}{\sigma(\Phi_\text{dyn})} \cdot \sigma(R_\text{avg})$$ 2. **Red Noise Egregore Radar**: Hurst H>0.7 + Spectral β>0.8 detection pipeline for systemic memory 3. **UAP HDF5 JANUS-CB v1.0**: Standardized format for anomalous phenomena analysis 4. **Ψ Meta-Controller**: Homeostatic regulation achieving +441% OCC under entropy stress Phase 3 results: Σ* maintains OCC>5.0 vs PPO collapse. Includes Docker deployment, Streamlit dashboard, and complete Python codebase. Keywords: AGI, Operational Closure, Red Noise, Hurst Exponent, Φ_dyn, Egregore Detection, UAP HDF5, Sovereign AI