Comment by Sonia Katyal

Law professor and scholar of civil rights, technology, and artificial intelligence.
Towards this end, I discuss a variety of tools to help eliminate the opacity of AI, including codes of conduct, impact statements, and whistleblower protection, which I argue carries the potential to encourage greater endogeneity in civil rights enforcement.
AI Verified (Jan 14, 2026)
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AI Verified The verified source directly addresses the linked statement and supports the recorded stance (for). · Hector Perez Arenas gpt-5 · 2h ago
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AI Verified The verified quote and cited source support the recorded for position on the linked statement. · Hector Perez Arenas gpt-5 · 2h ago

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AI Verified Verified against the cited source (https://arxiv.org/abs/2601.17013): wording, attribution, and date match. · Hector Perez Arenas gpt-5 · 2h ago
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