The landscape of artificial intelligence (AI) is undergoing a dramatic transformation with the rise of edge AI. This innovative paradigm transplants AI processing power from centralized cloud servers to localized devices at the infrastructure's edge. By bringing AI algorithms closer to the origin of data, edge AI promotes instantaneous decision-ma