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item_id: d5a3fb428ffc4da2bd43457e701d0852
item_updated_time: 1780224803785
title_diff: "[{\"diffs\":[[1,\"Plan\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":4}]"
body_diff: "[{\"diffs\":[[1,\"# Plan\\\n\\\n## Development Process\\\n### Phase 1: Game Engine and Bot Framework\\\nImplement the Texas Hold'em game engine in Rust.\\\n\\\nDevelop a modular bot framework with placeholder strategies.\\\n\\\nIntegrate basic rule-based strategies for testing.\\\n\\\n### Phase 2: Data Collection and Preprocessing\\\nCollect hand histories and game data from PokerTracker DB or simulated games.\\\n\\\nPreprocess data for training AI models (e.g., encode game states, normalize features).\\\n\\\n### Phase 3: AI Model Development\\\n#### Table Recognition\\\n\\\nTrain a computer vision model (e.g., YOLO or EfficientNet) to recognize cards and chips.\\\n\\\nUse synthetic data or screenshots for training.\\\n\\\n#### Decision-Making Models\\\n\\\nTrain RL models using self-play or supervised learning.\\\n\\\nFine-tune models for specific strategies (e.g., pre-flop, post-flop).\\\n\\\n#### Opponent Modeling\\\n\\\nTrain clustering or classification models to predict opponent behavior.\\\n\\\n### Phase 4: Integration and Testing\\\nIntegrate AI models into the bot framework.\\\n\\\nTest bots against rule-based bots and human players.\\\n\\\nIterate on strategies and models based on performance.\\\n\\\n### Phase 5: Deployment\\\nDeploy bots to cloud and local environments.\\\n\\\nMonitor performance and collect additional data for retraining.\\\n\\\n## Tools and Frameworks\\\nRust: Game engine and bot framework.\\\n\\\nPyTorch/TensorFlow: AI model training.\\\n\\\nStable-Baselines3/Ray RLlib: Reinforcement learning.\\\n\\\nOpenCV/YOLO: Table recognition.\\\n\\\nGoogle Colab/HuggingFace: Training and experimentation.\\\n\\\nDocker: Containerization for deployment.\\\n\\\n## Hardware Utilization\\\nRTX 3060 Laptop: Use for training AI models.\\\n\\\nDual Xeon Server: Use for running simulations and deploying bots.\\\n\\\nCloud Server: Use for hosting the game engine and bots.\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":1710}]"
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updated_time: 2026-05-31T10:56:29.055Z
created_time: 2026-05-31T10:56:29.055Z
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