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item_id: b7bf3a077c064d8493373a3661adc702
item_updated_time: 1784277452984
title_diff: "[{\"diffs\":[[1,\"Vision — Poker AI Testbed & Live Server\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":39}]"
body_diff: "[{\"diffs\":[[1,\"# Poker AI Testbed & Live Server Vision\\\n\\\n## Overall Goal\\\n\\\nCreate a **comprehensive poker AI ecosystem** with two main components:\\\n\\\n- **Massive Simulation Testbed** – For developing and testing bot strategies across all game types (NL/FL/PL, Cash/SNG/MTT) with configurable parameters  \\\n- **Live Action Server** – For deploying bots in real poker environments with automatic table selection  \\\n\\\n---\\\n\\\n## Core Architecture Components\\\n\\\n### 1. Simulation Testbed (handled in a separate project)\\\n\\\n### 2. Live Action Server\\\n\\\n- **Generic protocol** for client communication  \\\n- **Early folding capability** (bots can fold without being polled)  \\\n- **Multiple client adapters** for different poker sites  \\\n- **Automated table selection** based on game configuration  \\\n- **Real-time strategy adaptation**  \\\n\\\n### 3. Bot Concepts\\\n\\\n- **Modular Strategy** per stage and game situation – e.g., low stack in a tournament, preflop vs. postflop.  \\\n  Plugable sub-strategies and decision methods (first applicable, random, most aggressive, least aggressive, etc.)\\\n- **Generic helper functions** for strategies like ICM, ppot, not, hand strength, against one and multiple opponents  \\\n- **Incremental, asynchronous rollout** of turn and river on flop and river on turn  \\\n- **Flop Playability score** for preflop based on precalculated rollouts for all possible flops and starting hands  \\\n- **Opponent hand prediction and statistics**, for instance in Poker Tracker format  \\\n- **Real-time strategy adaptation**, e.g., reinforcement learning  \\\n\\\n---\\\n\\\n## Expected Outcomes\\\n\\\n- **Research Platform:** Systematic testing of poker AI strategies  \\\n- **Live Deployment:** Bots that can play on real poker sites  \\\n- **Strategy Insights:** Understanding what works in different game conditions  \\\n- **Bot Evolution:** Self-improving systems through simulation and adaptation\"]],\"start1\":0,\"start2\":0,\"length1\":0,\"length2\":1839}]"
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updated_time: 2026-07-17T08:46:47.456Z
created_time: 2026-07-17T08:46:47.456Z
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