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Comment by Jacob Charnock

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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.
Unverified (Sep 21, 2026)
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Jacob Charnock, Sophie Williams, Zaheed Kara, Markus Anderljung, Alejandro Tlaie Boria, Stephen Casper, Anka Reuel, and Jonas Freund, “Embedded Assessments for Frontier AI,” arXiv:2609.25413, September 21, 2026. The abstract states that embedded assessments give independent evaluators employee-like access to a developer’s internal systems, staff, and documentation, and recommends frontier AI developers begin hosting them now.
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AI labs should give independent evaluators employee-like access
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