| """ | |
| SESSION 14: TIER 2 INTEGRATION PLAN | |
| Tier 2 Components (est. 3 hours → 0.70+ correctness): | |
| 1. NexisSignalEngine: Advanced intent prediction, entropy analysis, risk detection | |
| 2. TwinFrequencyTrust: Spectral signature validation for identity/trustworthiness | |
| 3. DreamCore/WakeState: Emotional entropy memory, dual-mode operation | |
| ARCHITECTURE: | |
| Phase 6 (Semantic Tension + Specialization) → [Tier 2 bridges] | |
| ↓ | |
| NexisSignalEngine (Intent Analysis) | |
| - Entropy threshold monitoring | |
| - Ethical alignment detection | |
| - Risk scoring (suspicion, volatility) | |
| - Harmonic profile analysis | |
| ↓ | |
| TwinFrequencyTrust (Identity Validation) | |
| - Spectral signature generation | |
| - Peak frequency analysis | |
| - Identity consistency checking | |
| ↓ | |
| DreamCore/WakeState (Memory Modes) | |
| - Dream: Emotional processing, pattern extraction | |
| - Wake: Rational analysis, fact checking | |
| - Emotional entropy weighting for memory recall | |
| INTEGRATION POINTS: | |
| 1. ForgeEngine.__init__(): | |
| - Initialize NexisSignalEngine with memory path | |
| - Initialize TwinFrequencyTrust for signature validation | |
| - Initialize DreamCore/WakeState memory system | |
| 2. forge_with_debate(): | |
| - Pre-debate: Nexis intent prediction on query | |
| - During debate: Spectral validation of agent outputs | |
| - Post-debate: Dream/Wake memory recording | |
| 3. conflict_engine.py: | |
| - Use Nexis trust scores to weight conflict strength | |
| - Enhance opposition_score with spectral coherence | |
| SUCCESS METRICS: | |
| - Correctness: 0.24 (Session 12) → 0.70+ (with Tier 1+Tier 2) | |
| - Meta-loops: 90% → <5% | |
| - Response latency: <2s for simple queries | |
| - Memory stability: Emotional entropy <0.15 (healthy) | |
| WORK ORDER: | |
| [1] Extract and normalize Tier 2 components | |
| [2] Create Tier 2 initialization module | |
| [3] Integrate into ForgeEngine | |
| [4] Create Tier 2 test suite | |
| [5] Run final benchmarks | |
| [6] Commit as "Session 14 Complete: Tier 2 Integration" | |
| """ | |
| Session 14 Implementation | |
| 1. Created timestamp: 2026-03-20 Session 14 Start | |
| 2. Objective: Integrate Tier 2 systems (Nexis, Twin Frequency, DreamCore/WakeState) | |
| 3. Expected outcome: Correctness → 0.70+, meta-loops → <5% | |
| 4. Files in transit: nexis_signal_engine.py, twin_frequency_trust.py (copied to reasoning_forge/) | |
| Ready to begin Tier 2 module creation... | |