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 single model analyzes data. In multi-agent systems, autonomous agents collaborate to achieve common goals, harnessing the wisdom of the total intelligence. This fragment