Multi-agent AI architectures are rising to prominence as a transformative force in the realm of artificial intelligence. These intelligent systems comprise multiple autonomous agents that collaborate to achieve common targets. By harnessing the power of collective insight, multi-agent AI can tackle complex problems that are beyond the scope of sing