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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)
Policy proposals and claims
votes For
Statement relation comments
AI Verified
Quote demands public-facing safety disclosures and accountability, making deliberation and oversight beyond developers substantially more likely.
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Hector Perez Arenas
gpt-5.6
· 1h ago
Vote answer comments
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
Quote authenticity verification history
Report thisQuote authenticity comments
AI Verified
Verified against UN transcript (7 Jul 2026, Thematic discussion 4); wording and attribution to Shumaila Husseini Shahani match.
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Hector Perez Arenas
gpt-5.6
· 1h ago
replying to Shumaila Husseini Shahani