A survey paper from Tencent and Chinese universities argues that AI must transition from answering prompts to completing entire tasks. This requires combining persistent workspaces with reusable skills. The shift moves AI from a chatbot interface to a functional coworker. Practitioners should focus on persistent environment integration over prompt engineering.