Xin Zhang, Jinrui Hu, Xinyi Yao, Wei Yan, Linda Zhang, Yawen Tang, Meng Li, Hao Li, Gengtao Fu
The hydrogen evolution reaction (HER) is central to green hydrogen production, yet its sluggish kinetics impose a fundamental limit on energy conversion efficiency. Catalyst design is undergoing a paradigm shift from static optimization toward dynamic control, as the catalytically active phase often emerges in situ at reductive potentials, giving rise to the concept of the "pre-catalyst". While oxidative reconstruction in the oxygen evolution reaction (OER) has been extensively studied, pre-catalyst reductive reconstruction under HER conditions involves metal-hydrogen (M-H) chemistry and remains mechanistically elusive. This review presents a "dynamic reconstruction to rational design" framework for HER pre-catalysts, surveying reconstruction pathways, dissecting extrinsic-intrinsic driving forces (potential, pH vs. electronic structure, and defects), and distilling strategies (defect engineering, chemical state modulation, etc.) that pre-encode the target active phase. We further highlight the methodological synergy of multimodal operando characterization and multiscale computation and argue that HER reconstruction is a thermodynamically driven, chemically pre-programmable evolutionary process rather than an incidental phenomenon. This reconstruction-centered view offers a design logic that extends beyond the HER to other reductive electrocatalytic systems.