Intelligent devices are becoming increasingly sophisticated. This trend presents a Ambiq AI hardware critical challenge in terms of energy usage. To address this, researchers and engineers constantly exploring innovative techniques for ultra-low power processing. An emerging trend involves leveraging specialized hardware architectures optimized fo