Ultrathin two-dimensional (2D) semiconductor nanosheets decorated with single atomic species (SAs) have recently attracted increasing attention due to their abundant surface-exposed reactive sites and maximum SAs binding capabilities thus lowering the catalyst cost, without sacrificing high performance for photocatalytic hydrogen (H 2 ) production from water. Here, we present a strategy to prepare titanium dioxide-bronze nanosheets (TiO 2 -BNS) and H 2 -reduced TiO 2 nanosheets (TiO 2 -HRNS) synthesized, characterized, and applied for photocatalytic H 2 production. Surprisingly, black TiO 2 -HRNS show complete photo inactivity, while the TiO 2 -BNS-Pt 0.05 nanohybrid shows excellent H 2 production rate with a very low loading of 0.05 wt % Pt. TiO 2 -BNS-Pt 0.05 presents around 10 and 99 times higher photocatalytic rate than pristine TiO 2 -BNS under solar and 365 nm UV-LED light irradiation, respectively. Due to the 2D morphology and the presence of abundant coordinating sites, the successful formation of widely dispersed Pt SAs was achieved. Most excitingly, the in situ formation of surface-exposed defect sites (Ti 3+ ) was observed for TiO 2 -BNS under light illumination, suggesting their significant role in enhancing the H 2 production rate. This self-activation and amplification behavior of TiO 2 -BNS can be extended to other 2D systems and applied to other photocatalytic reactions, thus providing a facile approach for fully utilizing noble metal catalysts via the successful formation of SAs.