Multi-agent frameworks offer a compelling pathway to empower AI by delegating intelligence across numerous components. This approach contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, autonomous agents communicate to achieve common goals, harnessing the knowledge of the aggregate intelligence. Th