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 intelligent applications to function autonomously without relying on constant connectivity. Harnessing advancements in low-power hardware and cutting-ed