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