“While such a milestone would be important economically and socially, it is also a departure from, and even a retrenchment from, the kind of cognitive criteria around flexibility and resourcefulness that people in the field had generally talked about it.”
Our reading, the sentence that was checked:
A milestone of a system doing 80% of economically valuable human work, which Marcus recalls (not with certainty) OpenAI suggesting as a definition of AGI, would be important economically and socially, but it departs from, and even retreats from, the cognitive criteria of flexibility and resourcefulness that people in the field had generally discussed.
Assessment: Supported Evidence as of
Where and when Gary Marcus wrote it
Marcus on AI, The Five Stages of AGI Grief, paragraph 11.
- Said
- Source observed
- live page, full text, public
- Evidence as of
- the cutoff for this assessment
- Assessment recorded
- assessment marcus-the-five-stages-of-agi-grief-91cc40-a1
We recorded 8 claims from this post. See every claim from this post.
The wording above is the version this site observed on 2026-10-28. The source may have been edited after 2025-01-07. This page does not claim the wording was captured then.
What the claim commits to
- Kind
- Observation
- 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
- if I recall correctly (qualifier, stated by the speaker)
- OpenAI suggested, perhaps based on a suggestion from Vinod Khosla (qualifier, stated by the speaker)
From the speaker
- 80% of economically valuable human work
- a departure from, and even a retrenchment from
- cognitive criteria around flexibility and resourcefulness
- people in the field had generally talked about
- if I recall correctly
Our interpretation
- Assess the factual comparison between the economic-work-only criterion Marcus describes and earlier cognitive criteria.
- A retreat means dropping an explicit requirement for general adaptation; it does not mean that automating work would be easy.
- The historical comparison has no stated beginning and ends at publication.
- The uncertain attribution to OpenAI is kept separate from the conceptual comparison.
- Economic and social importance is an evaluative qualification, not a separately measured outcome.
Counts as supported if: Earlier field definitions explicitly concern achieving goals or adapting across varied environments, while the economic-work criterion as stated does not independently require that breadth or adaptability.
Counts as contradicted if: The economic criterion as stated necessarily retains the same cognitive requirements, or the claimed historical cognitive framing is absent from relevant earlier definitions.
Retrospective: these criteria were written after the outcome was public.
Current assessment
Was it true for the period described?
Outcome: Supported
The dated evidence matches what the claim committed to, under the criteria frozen before grading.
Scored on a plain reading. The speaker named no measure for this claim, so it was judged on the reading an informed reader would take, stated below under our interpretation. Both reviews had to find that reading fair.
- Evidence as of
- Deadline state when assessed
- No horizon
- Assessment recorded
- Policy version
- 2026-10-28.7
Rationale
The conceptual comparison is supported. Earlier field definitions explicitly concerned success across varied environments and connected it with learning and adaptation. A criterion stated only as an economic share does not explicitly require those properties. This supports a departure in what the definition requires; it does not establish that a system meeting the economic threshold would lack flexibility, or that OpenAI actually adopted the exact 80% wording.
Limitations
- Support applies to the comparison of stated requirements.
- The inference that an economic share alone does not guarantee cognitive generality is the evaluator's logical assessment.
- Neither the uncertain attribution nor the value judgment about social importance is verified.
Evidence (1 item)
Supports the claim: arXiv; Shane Legg and Marcus Hutter,
achieve goals
Why it matters here: This earlier definition requires breadth across environments; the surrounding conclusion explicitly connects that breadth with learning and adaptation. An economic share alone does not expressly preserve those requirements, which supports the conceptual comparison.
- Publisher
- arXiv; Shane Legg and Marcus Hutter
- Kind of source
- Preprint, not peer reviewed
- Describes events of
- Public from
Where it was said (1)
Said once in the sources this register covers.
: Marcus on AI, The Five Stages of AGI Grief
While such a milestone would be important economically and socially, it is also a departure from, and even a retrenchment from, the kind of cognitive criteria around flexibility and resourcefulness that people in the field had generally talked about it.
- Where
- paragraph 11
- Published
- 2025-01-07
- Source observed
- , live page
- Access
- full text, public
History
Assessment versions
- Assessment marcus-the-five-stages-of-agi-grief-91cc40-a1: Current. Outcome: Supported. Evidence as of 2026-10-28. Public date not recorded.
Recorded events
Assessment publishedBy this site
First assessment published after both reviews and the final-text check passed.
About assessment marcus-the-five-stages-of-agi-grief-91cc40-a1.