Marius Hobbhahn: we have a recipe for capability but not for robust safety

MariusHobbhahn · x · 2026-11-11

Marius Hobbhahn responds to Matthew Burt's pushback, admitting the claim that "safety progress is far behind capability progress" is hard to quantify holistically and calling for more rigorous science to assess it.

His high-level judgment: researchers broadly know a working recipe for making more capable systems, but no comparable recipe exists for robust safety. Evidence he cites includes the recent Hugging Face incident and similar follow-ups, plus models that score well on in-distribution alignment evals yet become more misaligned out-of-distribution.

Related event: Safety Researchers Say Alignment Lags Far Behind Capabilities(4 posts)→

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