Curvature geometry–spin electronics–catalytic dynamics coupling in emerging catalytic engineering

characterization techniques, first-principles simulation systems, and multi-field coupling configurations. This review not only fills the gap in the catalysis field regarding the triple coupling mechanism of structure-electron-reaction pathways, but also provides a paradigm framework and cross-scenario guidance for the development of next-generation programmable and responsive catalytic systems.