Multi-agent AI systems represent a paradigm shift in artificial intelligence. By empowering multiple intelligent agents to work together, we can tackle intricate problems that conventional AI approaches find difficult. These systems exhibit remarkable adaptability and expandability, enabling them to explore dynamic environments and enhance performa