Multi-agent frameworks offer a compelling pathway to democratize AI by delegating intelligence across numerous entities. This model contrasts with traditional centralized AI, where a single model interprets data. In multi-agent systems, autonomous agents communicate to achieve shared goals, leveraging the insights of the total intelligence. This fr