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Photocatalytic water splitting on TiO2 is a promising route to H2 fuel production, but the mechanistic pathway at the water–TiO2 interface remains poorly understood. Here, using liquid environmental TEM and first-principles calculations, the authors unveil the formation of a self-hydrogenated shell on the TiO2 surface that further promotes H2 production.