Multi-agent AI systems are gaining traction as a transformative force in the realm of artificial intelligence. These sophisticated systems comprise multiple autonomous entities that interact to achieve common goals. By harnessing the strength of collective insight, multi-agent AI can resolve complex problems that are beyond the scope of single agen