Multi-agent architectures offer a compelling pathway to empower AI by delegating intelligence across numerous entities. This paradigm 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 intelligen