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Get Started Free →Pipeline structure that fails fast and honestly: what to run per-commit versus nightly, caching that does not go stale, and flaky-test quarantine that does not hide regressions.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -6% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 6% | 0% |
| case-07 | ✓→✗ | ▼ Worse | 5% | 0% |
| case-09 | ✓→✓ | ＝ Same ✓ | -10% | 0% |
Pipeline structure that fails fast and honestly: what to run per-commit versus nightly, caching that does not go stale, and flaky-test quarantine that does not hide regressions.
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