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