Intelligent devices are Ambiq microcontroller for IoT becoming increasingly , with a demand forhigher processing power. This trend presents a major obstacle in terms of energy consumption. To address this, researchers and engineers are continually exploring innovative techniques for ultra-low power processing. A key strategy involves leveraging sp