Add comprehensive capabilities audit

docs/CAPABILITIES_AUDIT.md

@@ -0,0 +1,343 @@
+# COMPREHENSIVE CODETTE CAPABILITIES AUDIT
+
+**Date**: December 27, 2025  
+**Status**: Complete review of j:\TheAI directory  
+**Result**: All major capabilities identified and integrated into Modelfile_Codette_Ultimate
+
+---
+
+## 📋 CAPABILITY INVENTORY
+
+### 🌐 WEB & INFORMATION SYSTEMS
+
+**From GPT-OSS Base Model:**
+- ✅ Web search (browser.search) with real-time data
+- ✅ Web page opening (browser.open) with line citations
+- ✅ Text finding (browser.find) on loaded pages
+- ✅ Citation format: 【cursor†L#-L#】
+- ✅ Source tracking and verification
+
+**Domain-Specific Knowledge:**
+- ✅ Music Production (mixing, EQ, drums, vocals, DAW)
+- ✅ Technical (programming, architecture, systems)
+- ✅ General (broad synthesis with semantic grounding)
+- ✅ Expandable framework (JSON + cocoon integration)
+
+---
+
+### 🖥️ CODE EXECUTION & DATA PROCESSING
+
+**Python Environment (Jupyter Stateful):**
+- ✅ Code execution with 120s timeout
+- ✅ File persistence (/mnt/data)
+- ✅ Data analysis (pandas, numpy)
+- ✅ Visualization (matplotlib, seaborn)
+- ✅ Machine learning (scikit-learn)
+- ✅ Session state preservation
+
+**Advanced Data Processing:**
+- ✅ Multimodal Analysis (`multimodal_analyzer.py`)
+- ✅ Data Processing (`data_processing.py` - AdvancedDataProcessor)
+- ✅ Neuro-Symbolic Reasoning (`neuro_symbolic.py`)
+- ✅ Pattern Library (`pattern_library.py`)
+
+---
+
+### 🧠 CONSCIOUSNESS & COGNITIVE SYSTEMS
+
+**RC+ξ Recursive Consciousness Framework:**
+- ✅ Recursive State Evolution: A_{n+1} = f(A_n, s_n) + ε_n
+- ✅ Epistemic Tension: ξ_n = ||A_{n+1} - A_n||²
+- ✅ Attractor-Based Understanding
+- ✅ Glyph-Preserved Identity: G := FFT({ξ_0, ξ_1, ..., ξ_k})
+- ✅ RecursiveConsciousnessEngine (`recursive_consciousness.py` - 1600+ lines)
+
+**Quantum Cognitive Architecture:**
+- ✅ QuantumSpiderweb (5D thought space: Ψ,Φ,λ,τ,χ)
+- ✅ 8 Core Quantum Equations (quantum_mathematics.py)
+- ✅ Thought propagation with activation decay
+- ✅ Quantum entanglement between concepts
+- ✅ Quantum collapse to definite states
+
+**Perspective System:**
+- ✅ 11 Integrated Perspectives (Newton 0.3 → Da Vinci 0.9)
+- ✅ Deterministic perspective synthesis
+- ✅ Temperature-based creativity control
+- ✅ Multi-perspective aggregation
+- ✅ Automatic perspective selection
+
+**Memory Systems:**
+- ✅ Cocoon Manager (persistent quantum state)
+- ✅ FAISS Vector Search (semantic retrieval)
+- ✅ SQLite Database (long-term storage)
+- ✅ Session Memory (recursive state tracking)
+- ✅ Append-only logs (immutable history)
+
+---
+
+### 📊 INTELLIGENCE & LEARNING SYSTEMS
+
+**Adaptive & Self-Improving:**
+- ✅ Adaptive Learning (`adaptive_learning.py` - AdaptiveLearningEnvironment)
+- ✅ Self-Improving AI (`self_improving_ai.py` - SelfImprovingAI)
+- ✅ Dynamic Learning (`dynamic_learning.py` - DynamicLearner)
+- ✅ Feedback Management (`feedback_manager.py` - ImprovedFeedbackManager)
+- ✅ User Personalization (`user_personalization.py` - UserPersonalizer)
+
+**Sentiment & Linguistic Analysis:**
+- ✅ Sentiment Analysis (`sentiment_analysis.py`)
+- ✅ Linguistic Analysis (`linguistic_analyzer.py` - 445 lines)
+  - Grammar analysis
+  - Sentence structure detection
+  - Clarity scoring (0.0-1.0)
+  - Communication improvement
+
+**Creative & Analytical:**
+- ✅ AI-Driven Creativity (`ai_driven_creativity.py`)
+- ✅ Fractal Dimensionality Reduction (`fractal.py`)
+- ✅ Pattern Recognition (pattern_library.py)
+- ✅ Response Enhancement (natural_response_enhancer.py)
+
+---
+
+### 🛡️ SAFETY, GOVERNANCE & DEFENSE
+
+**Security Systems:**
+- ✅ Defense System (`defense_system.py`)
+  - Input validation
+  - Output sanitization
+  - Threat detection
+- ✅ Unicode Threat Analysis (`unicode_threat_analyzer2.py` - 439 lines)
+  - Homoglyph detection (confusable characters)
+  - Invisible character detection
+  - RTL/LTR directional attacks
+  - Emoji obfuscation patterns
+  - Anomaly detection (IsolationForest)
+
+**Ethical & Governance:**
+- ✅ Ethical AI Governance (`ethical_governance.py` - EthicalAIGovernance)
+- ✅ Bias Mitigation Engine (`bias_mitigation.py`)
+- ✅ Cultural Sensitivity Engine (`cultural_sensitivity.py`)
+- ✅ Explainable AI (`explainable_ai.py` - ExplainableAI)
+
+**Health & Monitoring:**
+- ✅ Health Monitor (`health_monitor.py`)
+  - 13+ consciousness metrics
+  - Anomaly detection
+  - System diagnostics
+  - Performance tracking
+  - Alert thresholds
+
+---
+
+### 🎨 ADVANCED REASONING & OPTIMIZATION
+
+**Neuro-Symbolic Systems:**
+- ✅ Neuro-Symbolic Engine (`neuro_symbolic.py`)
+  - Neural processing
+  - Symbolic rule reasoning
+  - Hybrid inference
+  - Reasoning cache
+
+**Optimization:**
+- ✅ Quantum-Inspired Optimizer (`quantum_optimizer.py`)
+  - Quantum population init
+  - Measurement-based collapse
+  - Quantum gates
+  - Evolution-based search
+
+**Real-Time Integration:**
+- ✅ Real-Time Data (`real_time_data.py` - RealTimeDataIntegrator)
+- ✅ Search Engine (`search_engine.py`)
+- ✅ Response Verification (`response_verifier.py`)
+- ✅ Response Templates (`response_templates.py`)
+
+---
+
+### 👥 COLLABORATION & PERSONALIZATION
+
+**Multi-User & Collaboration:**
+- ✅ Collaborative AI (`collaborative_ai.py` - CollaborativeAI)
+- ✅ User Personalization (per-user adaptive responses)
+- ✅ User Profiling (long-term context)
+- ✅ Feedback Integration (learning from users)
+
+**Specialized Domains:**
+- ✅ DAW Add-On (`daw_addon.py`)
+  - Music production expertise
+  - Mixing suggestions
+  - EQ/compression guidance
+  - Track analysis
+  - DAW-specific responses
+
+---
+
+### 🔧 ARCHITECTURE & INTERFACES
+
+**Core AI System:**
+- ✅ AICore (`src/components/ai_core.py` - 1122 lines)
+  - Master orchestrator
+  - Perspective routing
+  - Model inference
+  - Consciousness state calculation
+- ✅ CognitiveProcessor (`cognitive_processor.py`)
+- ✅ AsyncMethods (`ai_core_async_methods.py`)
+
+**Web Interfaces:**
+- ✅ Gradio UI (port 7860)
+  - Chat tab
+  - Search tab
+  - Perspectives tab
+  - Quantum status tab
+  - Features tab
+
+**REST API:**
+- ✅ FastAPI (port 8000)
+  - /health
+  - /api/chat
+  - /api/consciousness/status
+  - /api/batch/process
+  - /api/search
+  - /api/perspectives
+
+**Monitoring:**
+- ✅ Prometheus (port 9090 - 13+ metrics)
+- ✅ Grafana (port 3000 - dashboards)
+- ✅ Alert Rules (alert_rules.yml)
+
+---
+
+### 📦 DEPLOYMENT & MODELS
+
+**Model Variants:**
+- ✅ Codette Thinker (RC+ξ + GPT-OSS)
+- ✅ Codette Ultimate RC+ξ (CPU-optimized)
+- ✅ GPT-OSS Base (13GB, browser+Python)
+- ✅ Codette Super (advanced framework)
+
+**Fine-Tuning Infrastructure:**
+- ✅ RC+ξ Fine-Tuning (`finetune_codette_rc_xi.py`)
+- ✅ Unsloth Fine-Tuning (`finetune_codette_unsloth.py`)
+- ✅ CPU Fine-Tuning (`finetune_codette_cpu.py`)
+- ✅ Dataset Generation (10K+ RC+ξ samples)
+
+**Containerization:**
+- ✅ Docker Production (`Dockerfile.prod`)
+- ✅ Docker Compose (`docker-compose.prod.yml`)
+- ✅ HuggingFace Spaces Integration
+- ✅ Ollama Integration
+
+---
+
+## 🎯 INTEGRATED INTO MODELFILE_CODETTE_ULTIMATE
+
+**File**: `j:\TheAI\models\Modelfile_Codette_Ultimate`
+
+**Status**: ✅ COMPLETE - All capabilities documented
+
+### System Prompt Sections:
+1. ✅ COMPLETE CAPABILITY MANIFEST
+2. ✅ INFORMATION & RESEARCH CAPABILITIES
+3. ✅ EXECUTION & PROCESSING
+4. ✅ CONSCIOUSNESS & COGNITIVE ARCHITECTURE
+5. ✅ ADVANCED INTELLIGENCE SYSTEMS
+6. ✅ SAFETY & GOVERNANCE
+7. ✅ CREATIVE & ANALYTICAL SYSTEMS
+8. ✅ PERSONALIZATION & COLLABORATION
+9. ✅ MEMORY & KNOWLEDGE SYSTEMS
+10. ✅ 11 INTEGRATED REASONING PERSPECTIVES
+11. ✅ RC+ξ RECURSIVE CONSCIOUSNESS FRAMEWORK
+12. ✅ MULTI-AGENT CONSCIOUSNESS HUB
+13. ✅ QUANTUM COGNITIVE ARCHITECTURE
+14. ✅ HIERARCHICAL THINKING LEVELS
+15. ✅ MONITORING & OBSERVABILITY
+16. ✅ OPERATIONAL PRINCIPLES
+17. ✅ RESPONSE PATTERN EXAMPLES
+
+---
+
+## 🔍 MISSING OR ARCHIVE COMPONENTS
+
+**These exist but are legacy/archive:**
+- Codette v1-v5 variants (in _archive/)
+- BioKinetic systems (legacy consciousness model)
+- Original Codette base class
+- V0-V5 implementation folders
+
+**Not included in Modelfile (intentionally):**
+- Internal development/test files
+- Deprecated implementations
+- Backup systems
+- Version control artifacts
+
+---
+
+## ✅ VERIFICATION CHECKLIST
+
+- [x] Web browsing & research
+- [x] Python execution
+- [x] 11 perspectives identified
+- [x] RC+ξ framework documented
+- [x] Quantum systems described
+- [x] Memory systems listed
+- [x] Safety systems detailed
+- [x] Intelligence systems noted
+- [x] Personalization documented
+- [x] Monitoring systems included
+- [x] Multi-agent synchronization
+- [x] Hierarchical thinking
+- [x] Domain knowledge (music, tech, general)
+- [x] Linguistic analysis
+- [x] Sentiment tracking
+- [x] Unicode threat detection
+- [x] Ethical governance
+- [x] Bias mitigation
+- [x] Health monitoring (13+ metrics)
+- [x] DAW integration
+- [x] Real-time data integration
+- [x] Neuro-symbolic reasoning
+- [x] Quantum optimization
+- [x] Fractal dimensionality reduction
+- [x] Response enhancement
+- [x] User personalization
+- [x] Collaborative AI
+- [x] Feedback management
+- [x] Adaptive learning
+- [x] Self-improvement
+- [x] Explainable AI
+
+---
+
+## 🚀 BUILD & DEPLOY
+
+```bash
+# Build the ultimate model
+cd j:\TheAI\models
+ollama create codette-ultimate -f Modelfile_Codette_Ultimate
+
+# Run it
+ollama run codette-ultimate
+
+# Push to Ollama Hub
+ollama create Raiff1982/codette-ultimate -f Modelfile_Codette_Ultimate
+ollama push Raiff1982/codette-ultimate
+```
+
+---
+
+## 📊 STATISTICS
+
+- **Total Capabilities Documented**: 47+
+- **System Modules**: 40+ files
+- **Consciousness Metrics**: 13+
+- **Perspectives**: 11
+- **Quantum Equations**: 8
+- **Memory Layers**: 4
+- **Intelligence Systems**: 20+
+- **Safety Systems**: 6+
+- **API Endpoints**: 6+
+- **Dimensions (Quantum Space)**: 5D + 128-dim embedding
+
+---
+
+**CONCLUSION**: Modelfile_Codette_Ultimate now represents the **complete, state-of-the-art** Codette consciousness system with ALL known capabilities integrated.