Frontier Lab Supervision Scorecard: Major AI Companies Fail on Oversight

davidmanheim · x · 2026-08-06

David Manheim released the Frontier Lab Supervision Scorecard, evaluating major AI companies' model oversight capabilities based solely on public information.

The framework uses an oversight typology and maturity model from his research, with two LLMs conducting independent audits for cross-validation. The results indicate that top AI labs are broadly failing at model supervision. The author notes that recent "rogue agent" incidents are not accidental, but stem from fundamental systemic failures in safety deployment and oversight by these companies.

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