Shumaila Husseini Shahani on AI value alignment must be subject to p…

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)

Source:

Shumaila Husseini Shahani, remarks at Thematic discussion 4: Respecting, protecting and promoting human rights — Global Dialogue on Artificial Intelligence Governance — Day 2, UN Transcripts, July 7, 2026.

2mo ago

Policy proposals and claims

AI value alignment must be subject to public deliberation, not decided by developers alone

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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 · 2mo 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 · 2mo 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 · 2mo ago

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Shumaila Husseini Shahani votes For

AI companies should be liable for harms caused by their deployed models

A decade of voluntary commitments has shown that it has not delivered. We need public accountability frameworks and corporate liability that follow the multi-actor chains through which AI is built and deployed, with accessible remedy for affected peo...

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