Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a central model analyzes data. In multi-agent systems, independent agents communicate to achieve common goals, leveraging the insights of the total intelligence. This d