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