Multi-agent AI systems represent a paradigm shift in artificial intelligence. By empowering multiple intelligent agents to interact, we can tackle intricate problems that conventional AI approaches find troublesome. These systems exhibit remarkable versatility and growth, enabling them to traverse dynamic environments and optimize performance in di