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