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Comment by Joel Ramkhelawan

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Founder of Standard Zero Consulting, an AI governance consultancy; author of the SPINE AI-governance framework.
Frontier AI labs need embedded third-party evaluators with ongoing, employee-like access. Not periodic audits. Not company-written safety reports. People inside the building who can independently verify what’s actually happening in training and deployment.
Unverified (Sep 2026)
Source:
Joel Ramkhelawan, “Pacing AI Frontier with Embedded Evaluators,” LinkedIn, September 2026. The post identifies Ramkhelawan as founder of Standard Zero and argues that frontier AI labs need embedded third-party evaluators with ongoing, employee-like access.
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AI labs should give independent evaluators employee-like access
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