Multi-agent AI systems represent a paradigm shift in artificial intelligence. By deploying multiple intelligent agents to interact, we can tackle intricate problems that conventional AI approaches find difficult. These systems exhibit remarkable flexibility and expandability, enabling them to traverse dynamic environments and improve performance in