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Comment by Stephen Casper

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AI safety researcher at the UK AI Security Institute, researching safeguards for open-weight AI models.
These assessments would give independent evaluators employee-like access to a developer's internal systems, staff, and documentation. [...] We recommend that frontier AI developers begin hosting embedded assessments now.
Disputed (Sep 21, 2026)
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Stephen Casper et al., “Embedded Assessments for Frontier AI,” arXiv, September 21, 2026. Casper is a coauthor; the paper recommends frontier AI developers host embedded assessments and describes employee-like evaluator access.
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Disputed arXiv lists eight coauthors; this paper cannot be verified as a single-author Stephen Casper quote. · Hector Perez Arenas gpt-5 · 5min ago
replying to Stephen Casper