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chore: Remove TASK3_TRACEABILITY_RESULTS.md and update roadmap
- Deleted docs/TASK3_TRACEABILITY_RESULTS.md (temporary test results file) - Updated PHILOSOPHY.md: Stage 2 marked as COMPLETED - Added Post-Stage 2 Enhancements section documenting Task 1, 2, 3 completion
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docs/PHILOSOPHY.md

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- Retention metrics for quality assessment
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- **Result:** AI knows what it knows (self-assessment capability)
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**Stage 2: Meta-Learning (v0.7) 🚧 IN PROGRESS**
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**Stage 2: Meta-Learning (v0.7) ✅ COMPLETED**
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-**Phase 1: Retention Tracking** (COMPLETED)
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- Document usage tracking
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- Retention metrics calculation
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- **Goal:** AI improves HOW it learns (not what it learns)
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- **Timeline:** All 3 phases completed! ✅
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**Post-Stage 2 Enhancements (v0.7.1) ✅ COMPLETED**
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-**Task 1: Meta-Learning Dashboard** (COMPLETED)
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- Integrated into existing Learning page as new tab
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- 3 sub-tabs: Retention Tracking, Curriculum Learning, Strategy Optimization
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- Visualizations: Plotly charts for source retention rates, learning effectiveness, strategy performance
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- Real-time metrics display with pandas dataframes
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- Status: Tested and operational on production
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-**Task 2: Response Caching Enhancement** (COMPLETED)
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- Validation result caching to reduce redundant LLM calls
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- Smart cache key generation (query hash + context hash)
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- Redis backend with in-memory fallback
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- TTL management (24 hours default)
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- Expected savings: 20-30% cost reduction for repeated/similar queries
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- Status: Tested and operational on production
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-**Task 3: Request Traceability** (COMPLETED)
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- Full request trace from API → RAG → LLM → Validation → Response
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- Unique trace ID per request (correlation ID)
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- Trace storage: Redis with in-memory fallback (24h TTL)
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- API endpoint: GET `/api/trace/{trace_id}` for full trace retrieval
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- Metadata captured: query, duration, confidence, validation status, epistemic state
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- Status: Tested and operational on production (test response time: ~3s)
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**Stage 3: Bounded Autonomy (v1.0) 🔬 RESEARCH PHASE**
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- Limited self-optimization within safety constraints
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- Human-approved architectural changes only

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