Multi-agent frameworks offer a compelling pathway to democratize AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, independent agents collaborate to achieve common goals, harnessing the insights of the aggregate intelligence