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Open verdict

Will AGI arrive by 2027?

Last updated: July 12, 2026 · Updated as verdicts change
By the AGI Scorecard team · methodology & independence
Open — too early to call. Aschenbrenner predicted AGI by 2027 in Situational Awareness. As of mid-2026, agentic coding is strong (~80% SWE-Bench Pro) but no system has autonomously conducted AI research. The prediction resolves by January 1, 2028. His 2027 is more aggressive than most forecasters.

"It is strikingly plausible that by 2027, models will be able to do the work of an AI researcher/engineer."

— Leopold Aschenbrenner, former OpenAI Superalignment researcher, in Situational Awareness (June 2024)

Where the prediction stands

As of mid-2026, the evidence is genuinely mixed. On the "yes" side: frontier models handle complex agentic coding tasks (~80% on SWE-Bench Pro), and capability curves have tracked the trajectory Aschenbrenner described. On the "no" side: the defining bar — a system that can autonomously do AI research end-to-end, the "drop-in remote worker" — has not been demonstrated. That gap is why the verdict is Open, not On track.

How his 2027 compares to other forecasters

ForecasterAGI timeline
Elon Musk (xAI)By end of 2026
Aschenbrenner2027
Demis Hassabis (DeepMind)~50% by 2030
Samotsvety forecasters~28% by 2030
Metaculus community50% by 2033
Academic survey (n=2,778)50% by 2040

Aschenbrenner sits well inside the aggressive tail. But the meta-trend is striking: expert median estimates have compressed from roughly 2060 to roughly 2033 in about six years. The whole distribution keeps moving earlier.

What would settle it

The prediction resolves by January 1, 2028. It would be graded Wrong if, by then, no system has demonstrably automated a meaningful fraction of AI research engineering — with "meaningful" operationalized before the deadline rather than after, to avoid moving the goalposts.

Frequently asked questions

Will AGI arrive by 2027?

Undecided as of mid-2026. Aschenbrenner predicted AGI by 2027; agentic coding is strong but autonomous AI research is undemonstrated. The prediction resolves by January 1, 2028.

Is Aschenbrenner's 2027 timeline realistic?

It is more aggressive than most. Hassabis says ~50% by 2030, Metaculus 50% by 2033, and academic surveys 50% by 2040. Only Musk (end of 2026) is more aggressive.

How have AGI timelines changed?

Expert median estimates have compressed from roughly 2060 to roughly 2033 over about six years — the consensus keeps moving earlier.

The live scorecard updates as models ship and verdicts change.

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