Multi-agent frameworks offer a compelling pathway to democratize AI by sharing intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, independent agents interact to achieve collective goals, exploiting the wisdom of the combined intelligence. This di