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

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 neuralSPOT SDK relying on constant connectivity. Utilizing advancements in low-power hardware