Multi-agent architectures offer a compelling pathway to empower AI by sharing intelligence across numerous entities. This approach contrasts with traditional centralized AI, where a central model analyzes data. In multi-agent systems, decentralized agents collaborate to achieve shared goals, harnessing the wisdom of the combined intelligence. This