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 coordinate to achieve common targets. By harnessing the strength of collective wisdom, multi-agent AI can tackle complex problems that are beyond the reach of single