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