Multi-agent AI architectures 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 objectives. By harnessing the strength of collective wisdom, multi-agent AI can address complex issues that are beyond the capabilities