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