A survey paper from Tencent and Chinese universities argues that AI must transition from answering prompts to completing entire tasks. True digital colleagues require persistent workspaces and reusable skills to operate reliably. This shift moves the focus from conversational interfaces to agentic execution. Practitioners should prioritize environment persistence over simple prompt engineering.