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