@@ -98,7 +98,7 @@ StillMe is explicitly designed to:
9898- Retention metrics for quality assessment
9999- ** Result:** AI knows what it knows (self-assessment capability)
100100
101- ** Stage 2: Meta-Learning (v0.7) 🚧 IN PROGRESS **
101+ ** Stage 2: Meta-Learning (v0.7) ✅ COMPLETED **
102102- ✅ ** Phase 1: Retention Tracking** (COMPLETED)
103103 - Document usage tracking
104104 - Retention metrics calculation
@@ -119,6 +119,30 @@ StillMe is explicitly designed to:
119119- ** Goal:** AI improves HOW it learns (not what it learns)
120120- ** Timeline:** All 3 phases completed! ✅
121121
122+ ** Post-Stage 2 Enhancements (v0.7.1) ✅ COMPLETED**
123+ - ✅ ** Task 1: Meta-Learning Dashboard** (COMPLETED)
124+ - Integrated into existing Learning page as new tab
125+ - 3 sub-tabs: Retention Tracking, Curriculum Learning, Strategy Optimization
126+ - Visualizations: Plotly charts for source retention rates, learning effectiveness, strategy performance
127+ - Real-time metrics display with pandas dataframes
128+ - Status: Tested and operational on production
129+
130+ - ✅ ** Task 2: Response Caching Enhancement** (COMPLETED)
131+ - Validation result caching to reduce redundant LLM calls
132+ - Smart cache key generation (query hash + context hash)
133+ - Redis backend with in-memory fallback
134+ - TTL management (24 hours default)
135+ - Expected savings: 20-30% cost reduction for repeated/similar queries
136+ - Status: Tested and operational on production
137+
138+ - ✅ ** Task 3: Request Traceability** (COMPLETED)
139+ - Full request trace from API → RAG → LLM → Validation → Response
140+ - Unique trace ID per request (correlation ID)
141+ - Trace storage: Redis with in-memory fallback (24h TTL)
142+ - API endpoint: GET ` /api/trace/{trace_id} ` for full trace retrieval
143+ - Metadata captured: query, duration, confidence, validation status, epistemic state
144+ - Status: Tested and operational on production (test response time: ~ 3s)
145+
122146** Stage 3: Bounded Autonomy (v1.0) 🔬 RESEARCH PHASE**
123147- Limited self-optimization within safety constraints
124148- Human-approved architectural changes only
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