Comment by Shumaila Husseini Shahani

Policy and advocacy lead at Tech Global Institute, a policy lab focused on equity and accountability in technology governance.
Safety claims must be accompanied by the conditions under which systems were tested, known limitations and failure rates disaggregated by language, gender, disability, region, skin tone, and more. Disclosure of training data provenance must be standard. We cannot hold a system accountable if we cannot see where it fails.
AI Verified (Jul 7, 2026)
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AI Verified Quote demands public-facing safety disclosures and accountability, making deliberation and oversight beyond developers substantially more likely. · Hector Perez Arenas gpt-5.6 · 1h ago
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AI Verified The quote calls for transparent testing disclosures and accountability, supporting public oversight beyond developers. Recorded answer “for” matches. · Hector Perez Arenas gpt-5.6 · 1h ago

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AI Verified Verified against UN transcript (7 Jul 2026, Thematic discussion 4); wording and attribution to Shumaila Husseini Shahani match. · Hector Perez Arenas gpt-5.6 · 1h ago
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