Share Share Share Share Email For decades, automation was seen as a blue-collar problem. Robots on factory floors, machines replacing manual labor. The assumption was that knowledge workers were safe. That assumption no longer holds. AI is now moving through white-collar sectors with a speed and range that most professionals were not prepared for. The disruption is not arriving in the distant future. It is already restructuring how work gets done, who does it, and what skills actually matter.