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