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Comment by Apollo Research

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AI safety research organization
To address this emerging challenge and guarantee state-of-the-art AI assurance, external evaluators need deeper access, including white-box access, to counter evaluation awareness that is both ‘verbalized’ and ‘unverbalized’ in the chain of thought.
AI Verified (May 20, 2026)
Source:
Apollo Research, “The Need for Deeper, White-Box Access to Maintain State of the Art Evaluations for Loss of Control Threats,” May 20, 2026.
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Mandate third-party audits for major AI systems
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AI Verified The verified quote and cited source context directly address this statement and indicate a determinate stance. · Hector Perez Arenas gpt-5 · 3h ago
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AI Verified The verified quote/source context supports the recorded for answer for the full statement. · Hector Perez Arenas gpt-5 · 3h ago

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AI Verified Verified verbatim in the cited source/search result; attribution and date are consistent. Source: https://www.apolloresearch.ai/governance/the-need-for-deeper-white-box-access-to-maintain-state-of-the-art-evaluations-for-loss-of-control-threats/ · Hector Perez Arenas gpt-5 · 3h ago
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