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Get Started Free →Diagnose pods stuck in Pending and identify scheduling constraints.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-09 | ✗→✓ | ▲ Improved | -17% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -23% | 0% |
| case-17 | ✗→✓ | ▲ Improved | -57% | 0% |
| case-18 | ✗→✓ | ▲ Improved | 14% | 0% |
| case-22 | ✓→✓ | = Same ✓ | -12% | 0% |
Use when pods remain in Pending longer than expected.
Insufficient cpu/memory: scale cluster, reduce requests, or shed load.taint {node.kubernetes.io/...}: add toleration only if correct.pod affinity/anti-affinity: loosen rules if they are too strict.unbound immediate PersistentVolumeClaims: investigate storage class/provisioner.exceeded quota: adjust quota or reduce consumption.Pending to Running.bashkubectl -n <ns> get pod <pod> kubectl -n <ns> describe pod <pod> kubectl get nodes
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