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Get Started Free →Token accounting across a pipeline: where the spend actually accrues, caching that works, and the retry loop nobody budgeted for.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-18 | ✗→✓ | ▲ Improved | 3% | 0% |
| case-05 | ✓→✗ | ▼ Worse | -33% | 0% |
| case-02 | ✓→✓ | ＝ Same ✓ | 18% | 0% |
| case-03 | ✓→✓ | ＝ Same ✓ | -37% | 0% |
| case-04 | ✓→✓ | ＝ Same ✓ | -3% | 0% |
Token accounting across a pipeline: where the spend actually accrues, caching that works, and the retry loop nobody budgeted for.
Other measured skills in the registry, with their headline benchmark lift.