Multi-agent AI systems represent a paradigm shift in artificial intelligence. By leveraging multiple intelligent agents to work together, we can tackle complex problems that conventional AI approaches find troublesome. These systems exhibit remarkable adaptability and growth, enabling them to explore dynamic environments and optimize performance in