Multi-agent systems offer a compelling pathway to democratize AI by distributing intelligence across numerous components. This model contrasts with traditional centralized AI, where a unified model analyzes data. In multi-agent systems, independent agents collaborate to achieve shared goals, harnessing the insights of the aggregate intelligence. Th