Multi-agent architectures offer a compelling pathway to empower AI by delegating intelligence across numerous entities. This model contrasts with traditional centralized AI, where a unified model processes data. In multi-agent systems, decentralized agents interact to achieve common goals, harnessing the knowledge of the aggregate intelligence. Thi