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