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