Multi-agent frameworks offer a compelling pathway to democratize AI by delegating intelligence across numerous components. This model contrasts with traditional centralized AI, where a single model processes data. In multi-agent systems, independent agents collaborate to achieve common goals, leveraging the insights of the total intelligence. This