Multi-agent AI architectures are gaining traction as a transformative force in the realm of artificial intelligence. These complex systems comprise multiple autonomous entities that interact to achieve common objectives. By harnessing the strength of collective intelligence, multi-agent AI can address complex problems that are beyond the reach of s