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