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 unified model interprets data. In multi-agent systems, decentralized agents interact to achieve shared goals, exploiting the wisdom of the aggregate intelligence. This dispe