Aligned with national development priorities targeting carbon peaking and carbon neutrality, the research is dedicated to electrochemical catalysis in renewable energy conversion and storage systems. Leveraging advanced characterization methodologies alongside AI-driven active-site identification, the study systematically uncovers reaction mechanisms and guides rational catalyst design. The scope encompasses the creation of next-generation catalytic materials and translation toward practical industrial deployment.