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CONTESTED

Ask him one question and it falls apart.

“If AI can do routine intellectual labor, any job that consists mainly of routine intellectual labor is going to be done by AI.”

Geoffrey Hinton, Professor Emeritus, University of Toronto; Nobel laureate, 5 August 2026

Recorded 6 August 2026. Our ruling means: credible experts genuinely disagree.

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Receipts pack

The evidence file for this verdict

4 receipts: 2 support the claim, 2 contradict it, 0 add context. 3 figures on the record, 0 traced to a quoted receipt.

The receipts

Each source, the line we quote from it, its date and which way it cuts. Free to read and to cite.

  1. 1Supports the claimdatacenterknowledge.com ↗

    If AI can do routine intellectual labor, any job that consists mainly of routine intellectual labor is going to be done by AI.

    Look up an archived copy ↗

  2. 2Supports the claimforbes.com ↗

    What are those people going to do? Anything you could retrain them to do, AI will be able to do.

    Look up an archived copy ↗

  3. 3Contradicts the claimforbes.com ↗

    In software engineering, AI is taking over a lot of the writing of code. But it turns out only a small part of what software engineers do is writing code.

    Look up an archived copy ↗

  4. 4Contradicts the claimbudgetlab.yale.edu ↗

    the broader labor market has not experienced a discernible disruption since ChatGPT's release 33 months ago, undercutting fears that AI automation is currently eroding the demand for cognitive labor

    Look up an archived copy ↗

Members' extras

What each receipt proves, and what would change our mind.

  • What each receipt above proves, in our words
  • The figures table, each number traced to the receipt that states it

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