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