As technology advances rapidly, the paradigm of centralized computing is Ultra-low power SoC facing a compelling alternative: Edge AI. This transformative approach decentralizes intelligence to the very edge of the network, where data is generated and consumed. Through implementing AI models directly on devices such as smartphones, sensors, and ind