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 targets. By harnessing the potential of collective insight, multi-agent AI can tackle complex issues that are beyond the capabilities of si