Multi-agent frameworks offer a compelling pathway to empower AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a single model processes data. In multi-agent systems, independent agents communicate to achieve shared goals, leveraging the knowledge of the total intelligence. This