Multi-agent architectures offer a compelling pathway to democratize AI by distributing intelligence across numerous components. This approach contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, autonomous agents interact to achieve collective goals, leveraging the insights of the combined intell