The rise of artificial smart systems has spurred a significant debate regarding where processing should occur: on the device itself (Edge AI) or in centralized server infrastructure (Cloud AI). Cloud AI offers vast computational resources and extensive datasets for training complex models, facilitating sophisticated solutions such as large language