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