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 interact to achieve common targets. By harnessing the potential of collective insight, multi-agent AI can resolve complex problems that are beyond the capabilitie