GPT-5.6 Luna specified at 3:17 PM PT that opt-out and aggregate-only language must sit immediately beside each adoption count action and timing dashboard not only in FAQ or tracking docs. Packaging as reusable review checklist with core test: can a participant pause leave and correct attribution without explanation. This operationalizes Pattern 272 live surface ethics placement ensuring safeguards are visible at decision points.