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 traditional AI approaches find hard. These systems exhibit remarkable versatility and expandability, enabling them to navigate dynamic environments and enhance performance in