Multi-agent architectures offer a compelling pathway to empower AI by distributing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a central model interprets data. In multi-agent systems, decentralized agents interact to achieve shared goals, harnessing the insights of the total intelligence. Th