Multi-agent AI systems are gaining traction as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous entities that interact to achieve common targets. By harnessing the strength of collective wisdom, multi-agent AI can address complex problems that are beyond the scope of single age