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