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