# Predict, change, rerun

1. Remove the privacy failure: do not claim fairness from only two examples per group.
2. A missing group must be reported as untested, not assigned perfect accuracy.
3. A provider says safe: keep independent tests and a named human owner.

Keep expected behaviour separate from the result actually observed.