Multi-agent AI systems represent a paradigm shift in artificial intelligence. By leveraging multiple intelligent agents to interact, we can tackle complex problems that traditional AI approaches find hard. These systems exhibit remarkable adaptability and growth, enabling them to traverse dynamic environments and improve performance in diverse doma