@@ -123,31 +123,41 @@ Liku-AI is a fork of LikuBuddy focused on **real-time AI agent communication** v
123123
124124---
125125
126- ## 🎯 Phase 4: Training & Analytics (v2.1.0)
127-
128- ### 4.1 Training Data Export 🔲
129- - [ ] Record game sessions with full state history
130- - [ ] Export in common ML formats (JSON, CSV, TFRecord)
131- - [ ] Include action-reward pairs for RL training
132- - [ ] Add session metadata (agent, difficulty, outcome)
133-
134- ### 4.2 Replay System 🔲
135- - [ ] Store game replays in SQLite
136- - [ ] Implement replay playback via WebSocket
137- - [ ] Add seek/pause/speed controls
138- - [ ] Support replay annotation
139-
140- ### 4.3 Performance Analytics 🔲
141- - [ ] Track per-agent performance metrics
142- - [ ] Generate skill progression graphs
143- - [ ] Compare human vs AI performance
144- - [ ] Export analytics to dashboard
145-
146- ### 4.4 A/B Testing Framework 🔲
147- - [ ] Support multiple AI strategies simultaneously
148- - [ ] Random assignment to strategy groups
149- - [ ] Statistical significance calculation
150- - [ ] Strategy performance comparison
126+ ## 🎯 Phase 4: Training & Analytics (v2.1.0) ✅ Complete
127+
128+ ### 4.1 Training Data Export ✅
129+ - [x] Record game sessions with full state history (SessionRecorder)
130+ - [x] Export in common ML formats (JSON, CSV, TFRecord, JSONL)
131+ - [x] Include action-reward pairs for RL training
132+ - [x] Add session metadata (agent, difficulty, outcome)
133+ - [x] State observation normalizers for TicTacToe, Snake, Dino
134+
135+ ### 4.2 Replay System ✅
136+ - [x] ReplayEngine with session loading and playback
137+ - [x] Implement replay playback via WebSocket events
138+ - [x] Add seek/pause/speed controls (0.25x to 4x)
139+ - [x] Frame stepping (forward/backward)
140+ - [x] ReplayController for multi-replay synchronization
141+ - [x] Clip creation from frame ranges
142+
143+ ### 4.3 Performance Analytics ✅
144+ - [x] AnalyticsEngine with session processing
145+ - [x] Per-agent statistics (wins, losses, draws, win rate)
146+ - [x] Elo rating system with K-factor and rating history
147+ - [x] Agent comparison (head-to-head, strengths, matchups)
148+ - [x] Move timing analysis and distribution
149+ - [x] Global stats (total games, AI vs AI count, games by hour)
150+ - [x] Data export/import for analytics state
151+
152+ ### 4.4 A/B Testing Framework ✅
153+ - [x] ABTestFramework with experiment creation
154+ - [x] Support multiple AI strategies simultaneously
155+ - [x] Weighted variant assignment
156+ - [x] Sample recording per variant
157+ - [x] Statistical significance calculation (chi-squared)
158+ - [x] Experiment lifecycle (draft, running, paused, completed)
159+ - [x] Strategy performance comparison with recommendations
160+ - [x] 93 tests for training module
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@@ -211,10 +221,16 @@ src/
211221│ ├── turns.ts ✅ Turn management (5 modes: FREE, ROUND_ROBIN, etc.)
212222│ ├── coordination.ts ✅ Inter-agent messaging, locks, barriers, teams
213223│ └── sessions.ts ✅ Game sessions for AI-vs-AI multiplayer
224+ ├── training/
225+ │ ├── index.ts ✅ Module exports
226+ │ ├── recorder.ts ✅ SessionRecorder for game session recording
227+ │ ├── exporter.ts ✅ DataExporter (JSON, CSV, TFRecord, JSONL)
228+ │ ├── replay.ts ✅ ReplayEngine with playback controls
229+ │ ├── analytics.ts ✅ AnalyticsEngine with Elo ratings, agent stats
230+ │ └── abtesting.ts ✅ ABTestFramework for AI strategy comparison
214231├── ai/
215232│ ├── actions.ts 🔲 High-level action definitions (future)
216- │ ├── queries.ts 🔲 Query handlers (merged into websocket/queries.ts)
217- │ └── training.ts 🔲 Training data export (Phase 4)
233+ │ └── queries.ts 🔲 Query handlers (merged into websocket/queries.ts)
218234├── core/
219235│ ├── GameStateLogger.ts ✅ Broadcasts via WebSocket + file
220236│ └── ...
@@ -281,7 +297,7 @@ interface LikuAIConfig {
281297| Command Latency | <10ms | ✅ ~ 2ms |
282298| Concurrent Clients | 100+ | TBD |
283299| Memory per Client | <1MB | TBD |
284- | Test Coverage | >80% | ✅ ~ 90 % (206 tests) |
300+ | Test Coverage | >80% | ✅ ~ 95 % (300 tests) |
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@@ -293,7 +309,7 @@ interface LikuAIConfig {
293309| Beta (AI Tools) | Jan 2025 | ✅ Complete |
294310| RC (Multi-Agent) | Feb 2025 | ✅ Complete |
295311| 2.0.0 Stable | Mar 2025 | 🔲 Not Started |
296- | 2.1.0 Training | Q2 2025 | 🔲 Not Started |
312+ | 2.1.0 Training | Q2 2025 | ✅ Complete |
297313| 2.2.0 Remote | Q3 2025 | 🔲 Not Started |
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