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| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -29% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | -7% | 0% |
| case-05 | ✓→✓ | ＝ Same ✓ | -8% | 0% |
| case-06 | ✓→✓ | ＝ Same ✓ | 10% | 0% |
| case-08 | ✓→✓ | ＝ Same ✓ | 18% | 0% |
Other measured skills in the registry, with their headline benchmark lift.