Multi-agent systems offer a compelling pathway to democratize AI by sharing intelligence across numerous components. This model contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, decentralized agents collaborate to achieve common goals, harnessing the knowledge of the aggregate intelligence. Th