Multi-agent systems offer a compelling pathway to democratize AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, autonomous agents interact to achieve shared goals, harnessing the wisdom of the aggregate intelligence. This f