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| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 73% | 0% |
| case-12 | ✓→✗ | ▼ Worse | -24% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | -4% | 0% |
| case-04 | ✓→✓ | ＝ Same ✓ | -18% | 0% |
| case-05 | ✓→✓ | ＝ Same ✓ | -2% | 0% |
Tidy notes.
Other measured skills in the registry, with their headline benchmark lift.