Multi-agent architectures offer a compelling pathway to empower AI by distributing intelligence across numerous entities. This model contrasts with traditional centralized AI, where a central model processes data. In multi-agent systems, autonomous agents communicate to achieve shared goals, harnessing the insights of the combined intelligence. Thi