Multi-agent systems offer a compelling pathway to empower AI by distributing intelligence across numerous agents. This model contrasts with traditional centralized AI, where a unified model interprets data. In multi-agent systems, autonomous agents communicate to achieve collective goals, harnessing the insights of the aggregate intelligence. This