Exploring advanced electrolysis techniques for attaining scene‐adaptive and on‐site green H2 production is an imperative matter of utmost practical significance but grand challenge remains. Herein, drawn inspiration from a spontaneous hydrazine‒H2O galvanic cell configured on a low‐valence Ru single atoms‐loaded Mo2C electrode (RuSA/v‐Mo2C), an alternative H2 energy solution utilizing self‐powered electrochemical hydrazine splitting (N2H4 → 2H2 + N2) instead of the stereotyped electricity‐consumed water splitting for green H2 production is proposed. This solution highlights a pH‐decoupled hydrazine‒H2O primary battery with notable open‐circuit voltage of 1.37 V and energy density up to 358 Wh gN2H4−1, which powerfully propels an alkaline hydrazine splitting cell, leading to bilateral H2 harvest with a remarkable rate of 18 mol h−1 m−2, i.e., 403.2 L h−1 m−2, setting a new record for the self‐sustaining electricity‐powered H2 production systems. The success of RuSA/v‐Mo2C for this solution is further decoded by tandem theoretical and in situ spectroscopic studies, cross‐verifying a Ru‒Mo dual‐site synergy in streamlining the overall energy barriers, thereby enhancing the kinetics of electrode reactions. This pioneering work, showcasing electrochemical H2 production free from both external energy and feedstock inputs, opens up a new horizon on way of the ultimate H2 energy solution.