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