Comment by Sambhav Maheshwari

AI governance researcher and co-author of the 2026 guide “Risk Reporting for Developers' Internal AI Model Use.”
AI developers should aim to build a “safety case,” i.e., a structured argument, supported by evidence, that the AI system is acceptably safe. A safety case need not be a formal proof of safety; rather, it is a comprehensive assessment of the available evidence, organized to make the reasoning transparent and contestable. […] For risks from internal models, this requires separate arguments for the autonomous AI misbehavior and the rogue insider threat pathways.
Unverified (Apr 27, 2026)
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