Multi-agent AI systems represent a paradigm shift in artificial intelligence. By empowering multiple intelligent agents to collaborate, we can tackle complex problems that established AI approaches find hard. These systems exhibit remarkable flexibility and expandability, enabling them to traverse dynamic environments and improve performance in div