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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. Utilizing advancements in low-power hardware and cutting-ed