September 11, 2026 · The Decoder
Ex-DeepMind research chief launches AI self-improvement startup
Oriol Vinyals, until recently head of research at Google DeepMind, says a sudden AI intelligence explosion through recursive self-improvement is unlikely, though AI could speed up research by roughly a factor of ten. He cites bottlenecks in generating research ideas and reliably judging results, plus reward hacking, and has co-founded a startup called Discovery Loop with Jeff Dean, Sanjay Ghemawat, and Quoc Le to address them.
Why it matters: A senior DeepMind alum staking out a measured position on self-improvement, while assembling a heavyweight founding team to tackle the exact bottlenecks he identifies, is a useful data point against both hype and doom narratives about recursive AI improvement.
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