Comment by Aengus Lynch

AI safety researcher; former Anthropic Fellow and founder of Watertight AI.
Embedded evaluators are essential to name ahead of time what the risks could look like. Once these pre-committed claims are agreed upon, embedded evaluators can work inside the company, both looking for evidence that the risk is being mitigated and testing that the detection methods work. [...] There needs to be a third party that cares about that risk more than the AI company initially would. That includes a Government who mandate embedded evaluators, for example.
Unverified (Oct 13, 2026)
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