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 unified model analyzes data. In multi-agent systems, autonomous agents interact to achieve shared goals, exploiting the knowledge of the aggregate intelligence. This