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