Pundit ClaimsAI claims by Gary Marcus and Ed Zitron, with the evidence

“LLMs will probably get cheaper to operate over time, both as the hardware required inevitably gets cheaper, and as people figure out how to make them more efficient.”

What exactly are the economics of AI?, paragraph 18. The full statement is at the source.

Our reading, the sentence that was checked:

LLMs will probably become cheaper to operate over time as hardware cheapens and efficiency improves.

Assessment: Can’t be checked Not checked against evidence

Where and when Gary Marcus wrote it

Marcus on AI, What exactly are the economics of AI?, paragraph 18.

Said
Source observed
live page, full text, public
Evidence
Not checkedboth screens found it cannot be checked
Assessment recorded
assessment marcus-what-exactly-are-the-economics-of-ded8c5-a1

We recorded 11 claims from this post. See every claim from this post.

The wording above is the version this site observed on 2026-10-29. The source may have been edited after 2023-08-14. This page does not claim the wording was captured then.

What the claim commits to

Kind
Forecast
Deadline, as the speaker wrote it
“over time”
Deadline state when assessed
No horizon
Deadline state on 2026-10-29
No horizon (the release’s reference date)

Conditions

  • hardware gets cheaper (qualifier, stated by the speaker)
  • efficiency improvements (qualifier, stated by the speaker)

From the speaker

  • hardware gets cheaper
  • efficiency improvements
  • over time

Our interpretation

None added.

This claim is not graded on evidence. The record checks that the words are quoted correctly and attributed to the right person, and that the claim is classified correctly.

Current assessment

Not graded on evidence

Outcome: Can’t be checked

Both AI providers screened this claim on their own and found that public evidence could not settle it. It is recorded and attributed, not scored.

Why it can’t be checked

Both screens gave the same reason:

  • Stated as a chance or a possibility, or at medium or low confidence.
Evidence
Not checked
Deadline state when assessed
No horizon
Assessment recorded
Policy version
2026-10-28.7

Rationale

Not checked against evidence. Two independent screens, one from each provider, both found this stated as a chance or a possibility, or at medium or low confidence.

Limitations

None recorded.

Evidence (0 items)

No evidence was searched for. Both screens found that public evidence could not settle this claim.

Where it was said (1)

Said once in the sources this register covers.

  • : Marcus on AI, What exactly are the economics of AI?

    LLMs will probably get cheaper to operate over time, both as the hardware required inevitably gets cheaper, and as people figure out how to make them more efficient.

    Published
    2023-08-14
    Source observed
    , live page
    Access
    full text, public

History

Assessment versions

Recorded events

  1. Assessment publishedBy this site

    First assessment published after both reviews and the final-text check passed.

    About assessment marcus-what-exactly-are-the-economics-of-ded8c5-a1.