Multi-agent architectures offer a compelling pathway to democratize AI by distributing intelligence across numerous components. This paradigm contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, decentralized agents collaborate to achieve common goals, harnessing the wisdom of the total intellige