Multi-agent systems offer a compelling pathway to democratize AI by sharing intelligence across numerous entities. This model contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, independent agents collaborate to achieve collective goals, leveraging the insights of the aggregate intelligence. Thi