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