# Poker AI Testbed & Live Server Roadmap

## Phase 2: Simulation Testbed ✅

**Remaining for mass simulation**
- Parallel simulation engine (multi-threading)
- Result visualization (charts/graphs)
- GUI for configuration of simulations and bots

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## Phase 4: Bot Framework
**Goal:** All bot types with playability enhancement

**Bot core implementations** (partially complete)
- Logging of decision-making process

**Advanced bots**
- Nash equilibrium calculator for SNG endgame – port from Java
- Statistical tracking bot – port from Java
- GPU acceleration for mass rollouts
- Hand-reading opponent modeling (possibly with GPU integration)
- Flop playability precomputation & score integration
- Basic reinforcement learning skeleton
- Hybrid bot combining multiple approaches
- Genetic algorithm for bot evolution (via configuration files)

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### Phase 5: "Unit Test" Framework
**Goal:** Bot behavior can be tested against predefined hands

**Hand Replayer**
- Poker Tracker style hands
- Action comparison to expected outcome
- Selection of hands from different sources (books)
- Action likelihoods (multiple replays)

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### Phase 6: Live Server Infrastructure
**Goal:** Real-time bot deployment

**Server core**
- Network protocol design (TBD: WebSocket, JSON, MQ, etc.)
- Actions (incl. early fold and table selection), events (incl. table switches and available tables)
- Client registration and management
- Game state synchronization
- Action dispatch system
- Event logging for analysis of problems

**Client adapter system**
- Client factory for different poker environments
- Screen / protocol scraping adapters
- Table selection logic
- Configuration-driven game selection

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### Phase 7: Integration & Polish
**Goal:** Production-ready system

**Advanced features**
- Real-time strategy adaptation
- Multi-table coordination
- Bankroll management
- Risk adjustment based on results

**Optimization and deployment**
- Performance profiling and optimization
- Error handling and recovery
- Documentation and examples
- Deployment scripts and configuration