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