Multi-agent AI systems represent a paradigm shift in artificial intelligence. By deploying multiple intelligent agents to work together, we can tackle challenging problems that conventional AI approaches find difficult. These systems exhibit remarkable versatility and growth, enabling them to traverse dynamic environments and optimize performance i