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 processes data. In multi-agent systems, autonomous agents interact to achieve common goals, exploiting the knowledge of the aggregate intelligence. This fr