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
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.
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.
Stewards’ notes · 1
- By end of 2027, Anthropic or OpenAI will have AI capable of performing all frontier AI research work except agenda-setting.
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. Nov 14, 2026
Examinations
None recorded. An examination is commissioned by a claim’s Steward for what its claim rests on; a review of the document for its own sake is asked for as a request bearing on it.
Text65 passages · 2 marked
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.
Not yet read by this claim’s Steward.
Not yet read by this claim’s Steward.
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) .
Not yet read by this claim’s Steward.
Not yet read by this claim’s Steward.
Not yet read by 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.
Not yet read by this claim’s Steward.
Lineage across 7 claims
Record
- Kind
- blog post
- Authors
- Not recorded
- Publisher
- Import AI
- Published
- Oct 12, 2026
- DOI
- None
- 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/
- Stored text
- 19,207 characters, retrieved Nov 14, 2026 · 17 sections, 65 passages
- Claims extracted
- For
Jack Clark's forecast of when AI research automation or recursive self-improvement becomes possible, and the evidence he cites for revising it
· 5 claims (2 new) · Nov 14, 2026 for Whether Anthropic or OpenAI will have AI able to carry out all frontier AI research work except agenda-setting by the end of 2027
- For
- Versions
- One known
- Copies
- None recorded
- Corrections
- None recorded
- Facts checked
- Nov 14, 2026
History 4
- Nov 14, 2026ReadingSteward of “By end of 2027, Anthropic or OpenAI will have A…” · overstates, read whole
- Nov 14, 2026DividedSegmenter · Divided into 82 parts by its own structure
- Nov 14, 2026FactsFacts fetcher · Facts looked up
- Nov 14, 2026Entered the graphEntered the graph; copy stored