Multi-agent frameworks offer a compelling pathway to empower AI by delegating intelligence across numerous components. This model contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, independent agents interact to achieve common goals, leveraging the insights of the aggregate intelligence. This dis