Multi-agent AI systems represent a paradigm shift in artificial intelligence. By deploying multiple intelligent agents to work together, we can tackle complex problems that established AI approaches find hard. These systems exhibit remarkable flexibility and scalability, enabling them to explore dynamic environments and improve performance in diver