Figure 11: Each point is an intermediate checkpoint, after 10 and 20 training steps (lines join them). Against the same run without shaping at step 20, the penalty costs 1.1 pp of quality for 30% lower cost, and the bonus adds 0.9 pp at 115% higher cost.