Iodine (I), with abundant extra-nuclear electrons and high electronegativity, can enhance the performance of catalysts by electronic tuning effects of I single-site. However, I atoms are always located at shallow surfaces of catalysts, leading to fast volatilization and subsequent poor catalytic stability. Herein, we conceive a single-site I doped RuO2 catalyst via heating RuI3 in air, wherein the I concentration gradually increases from shallow to deep surfaces. This ensures that partial I atoms are located in oxygen octahedral voids of RuO2 as single-site at deep surfaces of catalyst, avoiding I loss during catalysis. Impressively, I-introduction decreases the valence of Ru and strengthens the adsorption of *H on Ru actives, and then superior hydrogen evolution activity (14 mV @ 10 mA cm−2) is achieved in alkaline media. Additionally, both the confined effect of oxygen octahedral voids on I single atoms and stable I-O bonds make the catalyst durable for 50 h.
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