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