The proliferation of edge computing necessitates 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. Utilizing advancements in low-power hardware and cuttin