Multi-agent architectures offer a compelling pathway to democratize AI by delegating intelligence across numerous agents. This model contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, autonomous agents collaborate to achieve common goals, leveraging the knowledge of the combined intelligence. Th