Trends & Emerging Technology

ChatGPT and Newton’s Apple: Abstraction Remains a Ceiling, but Routine Work Is at Risk

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Retold analogy plus Robin’s commentary (as of February 2023)

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Collected in Robin Shen’s Field Notes · Content type and attribution are shown above

English translation of the Chinese post originally published 2023-02-23. Translated 2026-10-31 with AI assistance. Historical figures and claims have not been updated or independently verified. 中文原文

Reading guide

The post retells an analogy: when an apple hits Newton, he abstracts a theory of universal gravitation; when it hits ChatGPT, it merely explains what happens when an apple hits you, how to avoid it, and the benefits of eating apples. The ability to connect seemingly unrelated things and develop a systematic theory remains, at that time, ChatGPT’s ceiling. Robin adds that a Newton-level genius may appear only once among millions of people. Most people’s routine work still faces considerable risk in the foreseeable future. If someone else can do your job just as well, the risk is high. In his example, A actively embraces ChatGPT and may become so much more productive that A replaces B, who passively waits.

Key points

  • The analogy: ChatGPT struggles to abstract a systematic theory as Newton did; this describes the view in February 2023.
  • Robin: most people’s routine work still faces the risk of replacement.
  • Work that produces much the same result regardless of who does it carries greater risk.
  • Someone who actively uses AI may replace someone who does not.
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Full text — English translation

I heard a pretty good analogy about ChatGPT today. When an apple hit Newton, besides feeling the pain, he had a flash of insight. He abstracted the physical laws of gravity and universal gravitation, then extended them to the interactions and movements of celestial bodies. If an apple hit ChatGPT, its response would explain what happens when you are hit by an apple, how to avoid being hit, and the benefits of eating apples. The ability to abstract a theory—to connect several seemingly unrelated things and develop a systematic explanation—remains ChatGPT’s ceiling for now. ---- What I would add is that even though ChatGPT has limitations, a great physicist like Newton, who shapes the development of physics for generations to come, is an exceptionally rare genius. Perhaps only one person in several million has that capacity for abstraction. The routine work done by the vast majority of ordinary people still faces a considerable threat in the foreseeable future. So what work will be replaced? Think about what you do now. Could someone else do it just as well, or even better? Will designers and artists be replaced? If designer B can produce much the same result as designer A, there is a strong chance that this work, too, faces risks in the AI era. Looking at the nearer term, consider A and B. A actively learns new ways of working and new skills, and embraces ChatGPT. B waits passively and continues the same daily routine. In the short term, it may not be that both A and B are replaced. Rather, A uses ChatGPT effectively at work, greatly increases productivity, and takes over B’s work.

These articles are personal notes, book excerpts, and collected reprints. Figures and events reflect the time of the original publication, are not current information, and do not constitute investment advice.

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