# Predict, change, rerun 1. Augment the test rows: fail the experiment design even if a score improves. 2. Use a shift that crosses a real label boundary: reject the label-preservation assumption. 3. Count transformed copies as new independent observations: flag pseudoreplication. Keep expected behaviour separate from the result actually observed.