Multi-agent architectures offer a compelling pathway to democratize AI by sharing intelligence across numerous agents. This paradigm contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, decentralized agents interact to achieve common goals, harnessing the insights of the combined intelligence. Thi