Gary Marcus Rhetoric First said 2024-08-01

“Once you do, almost everything that people like Altman and Musk and Kurzweil are currently saying about AGI being nigh seems like sheer fantasy, on par with imagining that really tall ladders will soon make it to the moon.”

This one important fact about current AI explains almost everything, paragraph 35. The full statement is at the source.

Our reading, the sentence that was checked:

Once one understands that current neural networks struggle with outliers, almost everything that people like Altman, Musk and Kurzweil are currently saying about AGI being near seems like sheer fantasy, like imagining that really tall ladders will soon reach the moon.

Assessment: Can’t be checked Not checked against evidence

Where and when Gary Marcus wrote it

Marcus on AI, This one important fact about current AI explains almost everything, paragraph 35.

Said: 2024-08-01
Source observed: 2026-10-28live page, full text, public
Evidence: Not checkedboth screens found it cannot be checked
Assessment recorded: 2026-10-29assessment marcus-this-one-important-fact-about-current-cb1e8e-a1

We recorded 5 claims from this post. See every claim from this post.

The wording above is the version this site observed on 2026-10-28. The source may have been edited after 2024-08-01. This page does not claim the wording was captured then.

What the claim commits to

Kind: Rhetoric
Deadline, as the speaker wrote it: None stated. This site does not add one.
Deadline state when assessed: No horizon
Deadline state on 2026-10-29: No horizon (the release’s reference date)

Conditions

once you understand that neural networks struggle with outliers (qualifier, stated by the speaker)
almost everything (scope, stated by the speaker)
people like Altman and Musk and Kurzweil (scope, stated by the speaker)
seems like (qualifier, stated by the speaker)

From the speaker

once you understand that neural networks struggle with outliers
almost everything
people like Altman and Musk and Kurzweil
seems like

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:

Rhetoric that commits to nothing testable.

Evidence: Not checked
Deadline state when assessed: No horizon
Assessment recorded: 2026-10-29
Policy version: 2026-10-28.7

Rationale

Not checked against evidence. Two independent screens, one from each provider, both found this rhetoric that commits to nothing testable.

Limitations

None recorded.

Evidence (0 items)

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

This claim is about OpenAI, and models from OpenAI worked on this record: gpt-6-astra screened it. Agreement between models is a check, not proof.

This claim was not checked against evidence. claude-opus-5-5 (Anthropic) extracted it from the post and wrote the sentence at the top, our reading of the claim. claude-opus-5-5 (Anthropic) and gpt-6-astra (OpenAI) then screened it independently, without seeing each other’s answers. Both confirmed that the sentence says what the author said, and both found that public evidence could not settle the claim. No model wrote the assessment: code composed its text from the two screens, so there was no separate check of the final text. Code, not a model, decided whether it could be published.

Agreement between models is a check on the record, not proof that the assessment is right. Anthropic and OpenAI make these models, and some claims on this site are about those companies. How the method works.

Where it was said (1)

Said once in the sources this register covers.

2024-08-01: Marcus on AI, This one important fact about current AI explains almost everything
Once you do, almost everything that people like Altman and Musk and Kurzweil are currently saying about AGI being nigh seems like sheer fantasy, on par with imagining that really tall ladders will soon make it to the moon.
Where
paragraph 35
Published
2024-08-01
Source observed
2026-10-28, live page
Access
full text, public

History

Assessment versions

Assessment marcus-this-one-important-fact-about-current-cb1e8e-a1: Current. Outcome: Can’t be checked. Not checked against evidence. Public date not recorded.

Recorded events

2026-10-29
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.
About assessment marcus-this-one-important-fact-about-current-cb1e8e-a1.