Multi-agent architectures offer a compelling pathway to democratize AI by sharing intelligence across numerous components. This approach contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, independent agents communicate to achieve common goals, harnessing the wisdom of the total intelligence. Th