A survey paper from Tencent and Chinese universities argues that AI must transition from answering prompts to completing entire tasks. This requires combining reusable skills with persistent workspaces. The shift moves LLMs away from simple chat interfaces toward autonomous execution. Practitioners should focus on environment persistence to enable reliable, long-term agentic workflows.