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