Multi-agent architectures offer a compelling pathway to democratize AI by delegating intelligence across numerous entities. This model contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, decentralized agents interact to achieve common goals, harnessing the wisdom of the aggregate intelligence. Th