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