Multi-agent architectures offer a compelling pathway to empower AI by sharing intelligence across numerous agents. This approach contrasts with traditional centralized AI, where a single model processes data. In multi-agent systems, independent agents interact to achieve collective goals, harnessing the insights of the aggregate intelligence. This