From a Course Mindset to a Project Mindset: AI Makes Education’s Problems More Visible—Wan Weigang, with Robin’s Commentary
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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 2023-04-02. Translated 2026-10-31 with AI assistance. Historical figures and claims have not been updated or independently verified. 中文原文
Reading guide
Robin sees a critical moment for transforming education: Taiwanese children spend their days on workbooks and complete more than ten thousand test papers, while American children work on hundreds of projects from an early age, developing teamwork and problem-solving skills. The excerpt that follows comes from Wan Weigang’s column. It argues that education needs to change even without the AI wave; AI simply makes the problems more visible. In programming, for example, the question should not be which language you studied or how many facts you mastered, but which projects you have completed. We need to move from a “course mindset” to a “project mindset.” The excerpt also argues that GPT helps people learn faster rather than giving them a reason not to learn.
Key points
- Robin: education needs a major transformation; a view from April 2023.
- Excerpt: treat knowledge as a practical capability, not merely a course.
- Excerpt: asking what you have actually built matters more than asking what you have studied.
- The excerpt is reprinted material, not Robin’s original writing.

Full text — English translation
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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