SESSION_14_PLAN.md

""" 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...