Multi-agent AI systems represent a paradigm shift in artificial intelligence. By deploying multiple intelligent agents to interact, we can tackle intricate problems that traditional AI approaches find troublesome. These systems exhibit remarkable flexibility and scalability, enabling them to explore dynamic environments and optimize performance in