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Game Agents ·Advanced

Agent White vs Agent Black: Chess Game

About this app

An advanced Chess game system where two AI agents play chess against each other using Autogen in a streamlit app. It is built with robust move validation and game state management.

  • Complete open-source code
  • Step-by-step tutorial

Technical sheet

Category
Game Agents
Difficulty
Advanced
Models
OpenAI
Frameworks
AutoGen/AG2
Runs locally?
Needs cloud APIs
Required keys
None

License Apache-2.0 · content curated and maintained by Doutor AI.

Full tutorial

🎓 FREE Step-by-Step Tutorial

👉 Click here to follow our complete step-by-step tutorial and learn how to build this from scratch with detailed code walkthroughs, explanations, and best practices.

An advanced Chess game system where two AI agents play chess against each other using Autogen in a streamlit app. It is built with robust move validation and game state management.

Features

Multi-Agent Architecture

  • Player White: OpenAI-powered strategic decision maker
  • Player Black: OpenAI-powered tactical opponent
  • Board Proxy: Validation agent for move legality and game state

Safety & Validation

  • Robust move verification system
  • Illegal move prevention
  • Real-time board state monitoring
  • Secure game progression control

Strategic Gameplay

  • AI-powered position evaluation
  • Deep tactical analysis
  • Dynamic strategy adaptation
  • Complete chess ruleset implementation

How to get Started?

  1. Clone the GitHub repository
git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
cd advanced_ai_agents/autonomous_game_playing_agent_apps/ai_chess_agent
  1. Install the required dependencies:
pip install -r requirements.txt
  1. Get your OpenAI API Key
  • Sign up for an OpenAI account (or the LLM provider of your choice) and obtain your API key.
  1. Run the Streamlit App
streamlit run ai_chess_agent.py

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