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