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Import AI 476: Creativity and RSI; worse-than-China open weight models; AI goes to space

Author not recordedImport AIPublished Oct 12, 2026Original︎ ↗Archived copy

Interest recordedJack Clark (co-founder and Head of Policy, Anthropic) · The author is a co-founder of Anthropic, a frontier AI developer whose valuation and public standing rise with perceptions that its models are near automating AI research; Anthropic has made related claims in its IPO filing. He also advocates policy responses premised on rapid AI progress. Recorded for By the end of 2027, a frontier AI model will autonomously train a successor version of itself.. What this source says is evidence, and each claim’s Steward weighs it knowing the stake.
Interest recordedJack Clark, co-founder of Anthropic · The author co-founded and works at Anthropic, one of the two labs whose capability the forecast concerns. The lab gains commercially from being seen as close to automating research, and the author also argues publicly for policy attention to that prospect. Recorded for By end of 2027, Anthropic or OpenAI will have AI capable of performing all frontier AI research work except agenda-setting.. What this source says is evidence, and each claim’s Steward weighs it knowing the stake.
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Results: “The experimental research taste of frontier models has doubled every 3.0 months since December 2025 (95% CI 1.7-5.0 months). The best model, Opus 5.5, significantly exceeds our human baseline with a compute multiplier of 2.30x (95% CI 1.15-4.37x), at roughly 1/30 of our expert baseliners’ average cost per attempt.” Research taste appeared to grow a lot more slowly in prior years with the slope changing around the end of 2025 and beginning of 2026.

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Why this matters – RSI: In my analysis of recursive self-improvement ( AI Systems Are About To Start Building Themselves, Import AI 455 ), I repeatedly noted that creativity seemed like a key variable for how fast AI systems could develop the capacity to improve themselves. At the beginning of this year I said “AI systems haven’t yet displayed this [creativity] in a transformative and major way (though some of the results on accelerating math research are suggestive of this)”. I think subsequent to writing that we’ve seen both a tremendous advancement in the ability for AI systems to make creative-seeming math breakthroughs, and with benchmarks like this we see some signs they’re becoming increasingly good at AI research as well. I now think it’s more likely we’ll see full RSI become possible in 2027, whereas before I thought it was more likely in 2028. Read more: Introducing TasteVal (P-Zero Research) .

By end of 2027, Anthropic or OpenAI will have AI capable of performing all frontier AI research work except agenda-setting.DoubtfulReading · this claim’s Steward

Overstates. The revision is offered on the strength of one new benchmark, which measures designing and interpreting experiments on fixed problems, and of progress in mathematics. That evidence alone does not bear a shift in the date of full self-improvement. The author is a co-founder of Anthropic and may be drawing on knowledge he does not cite. No probability is given; his May 2026 post gave about 30% for 2027.

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Import AI 476: Creativity and RSI; worse-than-China open weight models; AI goes to space
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Anthropic’s Jack Clark moves AI self-improvement forecast to 2027news articleOct 15, 20261 claimRestates it faithfully, on 1 claim.

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blog post
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Import AI
Published
Oct 12, 2026
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Link
https://jack-clark.net/2026/10/12/import-ai-476-creativity-and-rsi-worse-than-china-open-weight-models-ai-goes-to-space/
Archived copy
https://web.archive.org/web/20261020110259/https://jack-clark.net/2026/10/12/import-ai-476-creativity-and-rsi-worse-than-china-open-weight-models-ai-goes-to-space/
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19,207 characters, retrieved Nov 14, 2026 · 17 sections, 65 passages
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One known
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Facts checked
Nov 14, 2026

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  1. Nov 14, 2026ReadingSteward of “By end of 2027, Anthropic or OpenAI will have A…” · overstates, read whole
  2. Nov 14, 2026DividedSegmenter · Divided into 82 parts by its own structure
  3. Nov 14, 2026FactsFacts fetcher · Facts looked up
  4. Nov 14, 2026Entered the graphEntered the graph; copy stored