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A survey paper from Tencent's Youtu Lab and Chinese universities argues AI must shift from generating answers to finishing entire tasks in persistent environments. The paper maps the evolution from chatbot to digital colleague, identifying reusable skills and persistent workspaces as key. The thinking-LLM era, initiated by OpenAI's o1 and DeepSeek-R1, adds chain-of-thought reasoning.
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