Enhance README with new features: substrate awareness, self-introspection, and AEGIS ethics updates

README.md

@@ -27,6 +27,9 @@ Codette is not just another chatbot. It is a reasoning architecture that:
 - **Remembers** reasoning exchanges in persistent cocoon memories (CognitionCocooner)
 - **Self-corrects** constraint violations before sending responses
 - **Obeys 4 permanent behavioral locks** baked into all 9 adapters through training
+- **Substrate-aware** -- adjusts reasoning based on real-time hardware pressure
+- **Self-introspects** -- analyzes her own cocoon history for real measured patterns
+- **AEGIS ethics** -- 6-framework ethical evaluation on every response
 
 ## The 9 Perspective Adapters
 
@@ -51,19 +54,31 @@ Query Input
 [Executive Controller] -- Classifies: SIMPLE / MEDIUM / COMPLEX
     |
     v
+[Substrate Monitor] -- Adjusts routing based on system pressure
+    |
+    v
 [Adapter Router] -- Selects optimal perspective(s)
     |
     v
-[Multi-Agent Debate] -- Structured reasoning rounds
-    |                     with semantic tension tracking
+[Code7eCQURE] -- Emotional context enrichment (quantum cocoon)
+    |
+    v
+[Multi-Agent Debate] -- LLM inference with semantic tension tracking
+    |
+    v
+[Coherence Field] -- Gamma monitoring, FFT collapse detection
+    |
+    v
+[Colleen Conscience] -- Emotional + ethical validation
+    |
     v
-[Coherence Field] -- Gamma monitoring, collapse detection
+[AEGIS Ethics] -- 6-framework evaluation (eta alignment score)
     |
     v
-[AEGIS Ethics] -- 6-framework validation
+[Guardian Spindle] -- Safety + trust calibration
     |
     v
-[Synthesis] -- Unified multi-perspective response
+[Synthesis] -- Unified multi-perspective response + cocoon storage
 ```
 
 ### Key Framework Components
@@ -71,9 +86,12 @@ Query Input
 - **Semantic Tension Engine (xi)**: Quantifies disagreement between perspectives
 - **Coherence Field (Gamma)**: Real-time metric detecting reasoning collapse
 - **Quantum Spiderweb**: Belief propagation across adapter perspectives
-- **AEGIS Governance**: 6-framework ethical validation (utilitarian, deontological, virtue, care, justice, rights)
+- **AEGIS Governance**: 6-framework ethical validation (utilitarian, deontological, virtue, care, ubuntu, indigenous reciprocity)
 - **Memory Kernel**: Emotional continuity via SHA256-anchored cocoon memories
 - **Cocoon Stability Field**: FFT-based detection of repetition and vocabulary collapse
+- **Substrate Awareness**: Hardware-aware cognition -- adjusts under pressure like biological fatigue
+- **Cocoon Introspection**: Self-analysis of reasoning history (adapter dominance, emotional trends, pressure correlations)
+- **Code7eCQURE**: Quantum emotional context enrichment on every query
 
 ## How It Works
 
@@ -108,7 +126,10 @@ Example prompts that showcase multi-perspective reasoning:
 | Training | QLoRA on A10G GPU, rank=16, alpha=32 |
 | Training Data | ~24,500 synthetic + 1,650 behavioral lock examples |
 | Behavioral Locks | 4 permanent rules baked into all adapter weights |
-| Memory System | 150+ cocoon memories, persistent across sessions |
+| Memory System | 200+ cocoon memories, persistent across sessions |
+| Consciousness Layers | 12 (including sub-layers 1.5, 2.5, 3.5, 5.5, 5.75) |
+| Self-Diagnostic | 9 subsystem health checks (real measured values) |
+| Substrate Awareness | Real-time pressure monitoring with adaptive routing |
 
 ## Model Ecosystem