“And here is why all this matters: safety, which is what Tegmark really cares about, is not going to emerge anytime soon, and probably ever, from hit-or-miss systems that substitute correlation for a factual, structured, interrogable representations of the world.”
Our reading, the sentence that was checked:
AI safety will not emerge anytime soon, and probably never, from correlation-based systems that lack structured, interrogable representations of the world.
Assessment: Can’t be checked Not checked against evidence
Where and when Gary Marcus wrote it
Marcus on AI, Muddles about Models, paragraph 28.
- Said
- Source observed
- live page, full text, public
- Evidence
- Not checkedboth screens found it cannot be checked
- Assessment recorded
- assessment marcus-muddles-about-models-a120e9-a1
We recorded 8 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 2023-10-05. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Forecast
- Deadline, as the speaker wrote it
- “anytime soon, and probably ever”
- Deadline state when assessed
- No horizon
- Deadline state on 2026-10-29
- No horizon (the release’s reference date)
Conditions
- systems that substitute correlation for structured representations (qualifier, stated by the speaker)
From the speaker
- systems that substitute correlation for structured representations
- anytime soon, and probably ever
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
Each screen gave its own reason:
- Too vague to test: informed readers would test it in different ways and reach different answers.
- 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 that evidence could not settle it: one found it too vague to test: informed readers would test it in different ways and reach different answers; the other found it 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, Muddles about Models
And here is why all this matters: safety, which is what Tegmark really cares about, is not going to emerge anytime soon, and probably ever, from hit-or-miss systems that substitute correlation for a factual, structured, interrogable representations of the world.
- Where
- paragraph 28
- Published
- 2023-10-05
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment marcus-muddles-about-models-a120e9-a1: Current. Outcome: Can’t be checked. Not checked against evidence. Public date not recorded.
Recorded events
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.