Multi-agent AI systems are gaining traction as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous agents that collaborate to achieve common targets. By harnessing the potential of collective wisdom, multi-agent AI can resolve complex challenges that are beyond the scope of single