Comment by Xinhua Lu

Research scientist at CSIRO and member of the UN Independent International Scientific Panel on AI.
The AI system should be evaluated through the system lifecycle, including during the training stage or after the training, before deployment or post-deployment through the monitoring stage. And another example principle could be independent third party need to be part of the evaluation process to avoid bias. And if the risk is above the threshold set by the government, the system shouldn't be allowed to be deployed.
AI Verified (Jul 7, 2026)
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AI Verified Quote explicitly calls for lifecycle evaluation including before deployment and independent third-party evaluation; directly relevant. · Hector Perez Arenas gpt-5.6 · 1h ago
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AI Verified Recorded answer for matches: Lu explicitly supports evaluation before deployment and independent third-party evaluation. · Hector Perez Arenas gpt-5.6 · 1h ago

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AI Verified UN transcript (7 Jul 2026, 1:45:59–) records Xinhua Lu stating this wording; attribution and date match. · Hector Perez Arenas gpt-5.6 · 1h ago
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