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