Multi-agent architectures offer a compelling pathway to democratize AI by sharing intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, autonomous agents interact to achieve collective goals, harnessing the insights of the total intelligence. This