As technology advances rapidly, the paradigm of centralized computing is facing a compelling alternative: Edge AI. This transformative Battery-powered AI devices approach disperses intelligence to the very edge of the network, where data is generated and consumed. Leveraging AI models directly on devices such as smartphones, sensors, and industrial