Multi-agent AI systems are rising to prominence as a transformative force in the realm of artificial intelligence. These intelligent systems comprise multiple autonomous entities that interact to achieve common goals. By harnessing the potential of collective intelligence, multi-agent AI can address complex problems that are beyond the reach of sin