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