We explore why smarter tools often fail when layered onto outdated workflows, featuring Luke Wroblewski’s shift to precise classification and Roman Pichler’s call for an AI-native operating model. We also examine the friction between high-level design systems and low-level implementation details, from battling basic CSS defaults to the structural barriers in design education.