Multi-agent systems offer a compelling pathway to democratize AI by delegating intelligence across numerous components. This approach contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, independent agents interact to achieve common goals, exploiting the wisdom of the aggregate intelligence. This