Multi-agent frameworks 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, decentralized agents collaborate to achieve shared goals, harnessing the knowledge of the aggregate intellig