Multi-agent AI systems are rising to prominence as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous entities that collaborate to achieve common goals. By harnessing the power of collective intelligence, multi-agent AI can resolve complex issues that are beyond the capabilities