Multi-agent frameworks offer a compelling pathway to democratize AI by delegating intelligence across numerous components. This paradigm contrasts with traditional centralized AI, where a single model analyzes data. In multi-agent systems, decentralized agents interact to achieve common goals, harnessing the knowledge of the total intelligence. Thi