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