Multi-agent architectures offer a compelling pathway to democratize AI by delegating intelligence across numerous components. This approach contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, autonomous agents communicate to achieve collective goals, harnessing the knowledge of the total intelli