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