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