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