Multi-agent AI architectures are emerging as a transformative force in the realm of artificial intelligence. These intelligent systems comprise multiple autonomous entities that interact to achieve common goals. By harnessing the power of collective insight, multi-agent AI can resolve complex problems that are beyond the scope of single agents. Th