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 goals. By harnessing the power of collective wisdom, multi-agent AI can resolve complex challenges that are beyond the capabilities of si