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Comment by Percy Liang

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Stanford professor of computer science and director of the Center for Research on Foundation Models.
Frontier AI companies should rely on evaluators that are meaningfully independent, that maintain full editorial control, and that disclose and mitigate potential conflicts of interest. [...] Frontier AI companies should grant embedded evaluators access equivalent to that of their own highly privileged employees for the purposes of their evaluations.
Unverified (Sep 18, 2026)
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Percy Liang, personal-capacity signatory, “Minimum Conditions for Embedding Evaluators,” AI Evaluator Forum public letter, September 18, 2026, conditions 1 and 5. The letter identifies Liang as a Stanford computer-science professor and states that all signatories sign in their personal capacity.
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AI labs should give independent evaluators employee-like access
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