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