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