Comment by Sambhav Maheshwari

AI governance researcher and co-author of the 2026 guide “Risk Reporting for Developers' Internal AI Model Use.”
Given the pace of AI R&D automation and the limited external visibility into how companies use their most capable models internally, regular and detailed risk reporting may be one of the few mechanisms available to ensure that the risks from internal AI use are identified and managed before they materialize.
Disputed (Apr 27, 2026)
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Disputed arXiv:2604.24966 contains the exact abstract sentence, but it is a multi-author paper; its wording cannot be verified as a single-author Sambhav Maheshwari quote. · Hector Perez Arenas gpt-5.6 · 1h ago
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