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