The rise of artificial smart systems has spurred a significant debate regarding where processing should occur: on the unit itself (Edge AI) or in centralized remote infrastructure (Cloud AI). Cloud AI delivers vast computational resources and massive datasets for training complex models, facilitating sophisticated applications such as large languag