Intelligent devices present themselves increasingly sophisticated. This trend presents a major obstacle in terms of energy usage. To Ambiq embedded system address this, researchers and engineers persistently exploring innovative techniques for ultra-low power processing. An emerging trend involves leveraging specialized processing units optimized