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  5. Embedded Evaluators
Safety & Alignmentaka embedded external reviewersaka permanent third-party evaluators

Embedded Evaluators

Outside safety evaluators given ongoing, employee-like access inside an AI lab to verify safety practices and report incidents, rather than reviewing a model only once before release.

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Embedded evaluators (a step Dario Amodei proposed in his September 2026 essay "We Must Pace the Frontier") go further than a one-time pre-deployment audit: groups like METR get desks, badges, laptops, and access to training pipelines and internal tooling comparable to an internal risk-assessment team, plus a contractual right to publish findings without the lab's editorial control. The model is borrowed from banking, where regulatory supervisors sometimes sit inside the institutions they oversee. The point is verifiability — any commitment to slow down or add safeguards is only as credible as a neutral party's ability to check it against what is actually happening on the inside, not just what a company chooses to disclose.

Related terms

Safety EvaluationScalable OversightResponsible Scaling PolicyRed TeamHuman OversightShadow AI