Jan Leike says recursive AI self-improvement has begun in alignment research
Jan Leike wrote that Claude was producing almost all of his team's research code, mostly autonomously running standard sampling, evaluation, and fine-tuning workflows, auditing models, and reading transcripts. He called this the start of recursive self-improvement, while arguing alignment looks increasingly solvable and warning that faster automated research may leave little time to align superintelligence.
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Why it moved the index
A frontier-lab alignment lead's operational account indicates that AI is already automating important parts of AI research, which can accelerate capability feedback loops; confidence is capped because the internal productivity claims are self-reported and the recursive effect is inferred rather than directly measured.
Assessment history
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R1
Toward 46 · confidence 58
Historical backfill of a distinct first-person RSI and automated-research assessment.
17 Aug 2026
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DoomBench assesses “Jan Leike says recursive AI self-improvement has begun in alignment research” as evidence moving toward doom, with magnitude 46 and confidence 58 out of 100 in the capability gains category.
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The DoomBench assessment of “Jan Leike says recursive AI self-improvement has begun in alignment research” is based on reporting from Musings on the Alignment Problem and records the editorial rationale, source quality, attribution, and...
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DoomBench summarizes “Jan Leike says recursive AI self-improvement has begun in alignment research” as follows: Jan Leike wrote that Claude was producing almost all of his team's research code, mostly autonomously running standard...
https://www.doombench.com/news/jan-leike-says-recursive-ai-self-improvement-has-begun-in-alignment-research-2026-01-22