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Get Started Free →Triage pods restarting repeatedly and identify the most likely root cause.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -3% | 0% |
| case-01 | ✓→✓ | = Same ✓ | 44% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 86% | 0% |
| case-03 | ✓→✓ | = Same ✓ | -14% | 0% |
| case-05 | ✓→✓ | = Same ✓ | -38% | 0% |
Use when a pod is in CrashLoopBackOff or restarting and you need to determine why.
137 / OOMKilled: investigate memory limits/usage and leaks.1 + stack trace: likely application/config issue.diagnose-imagepullbackoff.Running and stays stable for multiple probe periods.Example investigation flow (parameterize values):
bashkubectl -n <ns> get pod <pod> -o wide kubectl -n <ns> describe pod <pod> kubectl -n <ns> logs <pod> --all-containers --previous --tail=200
Other measured skills in the registry, with their headline benchmark lift.