Multi-agent AI systems represent a paradigm shift in artificial intelligence. By deploying multiple intelligent agents to interact, we can tackle complex problems that established AI approaches find hard. These systems exhibit remarkable adaptability and expandability, enabling them to navigate dynamic environments and optimize performance in diver