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Get Started Free →Classify CI failures — distinguish clear regressions from infra flakes and security-test failures. Produces structured failure reports.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -41% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -43% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -64% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -38% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -45% | 0% |
markdown### Failure — branch @ sha - Job / step: - Error (1-3 lines): - Classification: flake | regression | env | config - Actionable: yes | no - Suggested loop action: minimal-fix | watch | escalate-human
Env failures → escalate-human. Do not "fix" with code changes.
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