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 targets. By harnessing the power of collective wisdom, multi-agent AI can resolve complex issues that are beyond the reach of single agents