The advancement of smart devices has been propelled by the demand for increasingly powerful processing capabilities. To meet this demand while extending battery life, ultra-low power processing has emerged as a essential focus. This methodology aims to minimize energy consumption during tasks, enabling smart devices to function for extended periods

The proliferation of edge computing requires innovative solutions to ensure seamless operation in resource-constrained environments. Battery-driven edge AI emerges as a compelling paradigm, enabling intelligent applications to function autonomously without relying on constant connectivity. Leveraging advancements in low-power hardware and cutting-e