A survey paper from Tencent and Chinese universities argues that AI must move beyond answering prompts to finishing entire tasks. The researchers propose combining persistent workspaces with reusable skills. This shift from chatbots to autonomous coworkers requires systems that operate within stable work environments. Practitioners should focus on task completion over conversational fluency.