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Comment by Denis Calderone

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CTO of Suzu Labs; cybersecurity leader with over 30 years of IT experience and 25 years in information security.
The one idea worth holding the industry to is embedded evaluators with independent publication rights. Give third-party safety researchers permanent access inside the labs, comparable to what bank examiners have inside banks, and let them publish what they find without the company controlling the narrative. That's a simple, concrete accountability mechanism.
AI Verified (Sep 14, 2026)
Source:
Denis Calderone, CTO of Suzu Labs, quoted in Benedict Collins, “Why are US AI giants calling for ‘Pacing The Frontier’, and why is China calling it a ‘Cold War tactic’? We ask the experts,” TechRadar, September 14, 2026.
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AI labs should give independent evaluators employee-like access
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AI Verified “Embedded evaluators,” “third-party safety researchers,” independent publication rights, and permanent inside-the-lab access comparable to bank examiners cover independent evaluators and employee-like lab access. · Hector Perez Arenas gpt-5 · 1min ago
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AI Verified The imperative “Give third-party safety researchers permanent access inside the labs” supports the statement; recorded answer for is correct. · Hector Perez Arenas gpt-5 · 56s ago

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AI Verified TechRadar’s Sept. 14, 2026 source contains the exact three-sentence passage under Denis Calderone’s name. · Hector Perez Arenas gpt-5 · 1min ago
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