Multi-agent systems offer a compelling pathway to democratize AI by delegating intelligence across numerous components. This model contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, independent agents interact to achieve collective goals, leveraging the knowledge of the combined intelligence. T