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+# ♜ Agent White vs Agent Black: Chess Game
+
+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
+
+```bash
+git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
+cd ai_agent_tutorials/ai_chess_game
+```
+2. Install the required dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+3. Get your OpenAI API Key
+
+- Sign up for an [OpenAI account](https://platform.openai.com/) (or the LLM provider of your choice) and obtain your API key.
+
+4. Run the Streamlit App
+```bash
+streamlit run ai_chess_agent.py
+```
+
diff --git a/ai_agent_tutorials/ai_chess_game/ai_chess_agents.py b/ai_agent_tutorials/ai_chess_agent/ai_chess_agent.py
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rename from ai_agent_tutorials/ai_chess_game/ai_chess_agents.py
rename to ai_agent_tutorials/ai_chess_agent/ai_chess_agent.py
diff --git a/ai_agent_tutorials/ai_chess_game/requirements.txt b/ai_agent_tutorials/ai_chess_agent/requirements.txt
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rename from ai_agent_tutorials/ai_chess_game/requirements.txt
rename to ai_agent_tutorials/ai_chess_agent/requirements.txt
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-# AI Chess Game - Autogen
-
-This is a simple Chess game that uses an AI agents - Player black and player white to play the game. There's also a board proxy agent to execute the tools and manage the game. It is important to use a board proxy as a non-LLM "guard rail" to ensure the game is played correctly and to prevent agents from making illegal moves.
-
-Two agents (agent_white and agent_black) are initialized using the OpenAI API key. These agents are configured to play chess as white and black, respectively.
-A board_proxy agent is created to manage the board state and validate moves.
-Functions (make_move and available_moves) are registered with the agents to allow them to interact with the board.
-
-
-### How to get Started?
-
-1. Clone the GitHub repository
-
-```bash
-git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
-cd ai_agent_tutorials/ai_chess_game
-```
-2. Install the required dependencies:
-
-```bash
-pip install -r requirements.txt
-```
-3. Get your OpenAI API Key
-
-- Sign up for an [OpenAI account](https://platform.openai.com/) (or the LLM provider of your choice) and obtain your API key.
-
-4. Run the Streamlit App
-```bash
-streamlit run ai_chess_agents.py
-```
-