In this article, we carve out artificial intelligence (AI) maintenance from the robustness perspective. Our proposal for AI facilitates assessment, status tracking, risk scanning, model hardening, and regulation throughout lifecycle, which is an essential milestone toward building sustainable trustworthy ecosystems.