The growing demand for renewable energy has spurred the development of efficient electrochemical systems. Transition metal-based materials serve as key electrode materials due to their tunable structures and redox activity, with electrochemical reconstruction playing a critical role in modulation of their properties. A deep understanding of the evolution of active sites and local environments is essential for the rational design of energy materials. Focusing on aqueous energy storage and water s