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