Trends & Emerging Technology

Three New Ways to Think About Work in the AI Era: Tasks, Gray-Collar Roles, and Soft Skills—Liu Run, with Robin’s Commentary

Share this article
LINEFacebook

Reprint (tagged #LiuRunBusinessReportInterpretation) plus Robin’s commentary (January 2026)

Storage information

Bookmarks and reading positions are stored in this browser. Manage and back them up in My Reading.

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

English translation of the Chinese post originally published 2026-01-08. 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 reprints three ideas from Liu Run. First, AI replaces tasks rather than occupations: identify what AI can do and what only you can do. Second, the gray-collar era has arrived, favoring people who understand technology and can do hands-on work. Third, hard skills become outdated, while soft skills such as communication, judgment, and problem-solving form a moat. The piece concludes that we should not compete with AI at what it does best. When getting things right is no longer difficult, setting direction and taking responsibility become the scarcest resources. Robin adds the ability to ask good questions, organize and clearly express ideas, simplify complexity, think abstractly, use imagination, set an organization’s direction and boundaries, collaborate, and take ultimate responsibility.

Key points

  • Reprinted view: AI replaces tasks, not occupations.
  • Reprinted view: the gray-collar era favors hands-on practitioners who can use AI tools.
  • Reprinted view: hard skills become outdated; soft skills form a moat.
  • Robin: ask good questions, communicate clearly, think abstractly, set direction, and take responsibility.
A magnifying lens examines layered signals and data textures, suggesting technological exploration and judgment.
Trends & technologyThematic illustration · AI generated

Full text — English translation

Three new ways to think about work and tasks in the AI era First, AI replaces tasks, not occupations. A salesperson will not be replaced in their entirety, but tasks such as data entry and writing emails will be taken over by AI. The key is to see clearly which tasks AI can do and which only you can do. Second, the gray-collar era has arrived. Office-based white-collar workers used to enjoy high incomes and status. Now people who understand technology and can do hands-on work are more sought after. An electrician who can use AI tools will be worth more than a clerk who cannot. Third, hard skills become outdated; soft skills are the real moat. The programming and tools you learn today may be obsolete in three years. Communication, judgment, and problem-solving, however, will still be useful in ten years. All three ideas point to one thing: do not compete with AI at what it does well. Do what it cannot do. In the industrial and internet eras, we competed on productivity: who could work faster and more accurately. In the AI era, AI’s productivity is almost unlimited. When doing things correctly is no longer difficult, setting direction and taking responsibility become the scarcest resources. #LiuRunBusinessReportInterpretation --- Robin: “In the AI era, ask good questions; organize your ideas and express them clearly; try to make the complex simple; learn to move up a level in abstract thinking and synthesis; use imagination and creativity; set direction and boundaries for an organization; communicate, exchange ideas, and collaborate with others; and take ultimate responsibility.”

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.

Share this article
LINEFacebook

DISCUSSION

Reader comments

What did this article make you think about? Different perspectives and constructive criticism are welcome.

Comments are public immediately. Do not include personal contact details or external links. Automated checks block suspicious solicitation, prohibited transactions and spam; they can make mistakes.

0 / 2000

Comments load when you reach this section.

    Administrator sign-in

    My reading notes

    These notes stay in this browser and are not published. Writing a note also saves the article. Back up or move your notes in My Reading.

    Manage my bookmarks and notes →

    STAY CURIOUS

    Save a good question for your next visit.

    Save this article, or follow the Facebook page and RSS feed for additions. Historical articles retain their original publication dates.

    Browse All articlesSearch articles and full text →