The landscape of artificial intelligence (AI) is undergoing a profound transformation with the rise of edge AI. This emerging paradigm transplants AI processing power from centralized cloud servers to localized devices at the network's edge. By placing AI algorithms closer to the point of data, edge AI facilitates instantaneous decision-making and