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Get Started Free →Diagnose and fix CAST AI agent, API, and autoscaler errors. Use when the CAST AI agent is offline, nodes are not scaling, or API calls return errors. Trigger with phrases like "cast ai error", "cast ai not working", "cast ai agent offline", "cast ai debug", "fix cast ai".
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | 40% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 30% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 19% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 74% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 62% | 0% |
Diagnostic guide for the 10 most common CAST AI issues, covering agent connectivity, API errors, autoscaler failures, and node provisioning problems.
kubectl access to the clusterCASTAI_API_KEY configuredbashkubectl get pods -n castai-agent kubectl logs -n castai-agent deployment/castai-agent --tail=50
Causes and fixes:
--set provider=eks|gke|aks correctly in Helmapi.cast.ai is allowedbash# Check agent heartbeat kubectl logs -n castai-agent deployment/castai-agent | grep -i "heartbeat\|connect\|error" # Verify network connectivity from inside the cluster kubectl run castai-debug --image=curlimages/curl --rm -it --restart=Never -- \ curl -s -o /dev/null -w "%{http_code}" https://api.cast.ai/v1/kubernetes/external-clusters
Fix: Restart the agent pod: kubectl rollout restart deployment/castai-agent -n castai-agent
bash# Test API key curl -s -o /dev/null -w "%{http_code}" \ -H "X-API-Key: ${CASTAI_API_KEY}" \ https://api.cast.ai/v1/kubernetes/external-clusters # Should return 200, not 401
Fix: Generate a new API key at console.cast.ai > API > API Access Keys.
bash# Check for pending pods kubectl get pods --all-namespaces --field-selector=status.phase=Pending # Verify unschedulable pods policy is enabled curl -s -H "X-API-Key: ${CASTAI_API_KEY}" \ "https://api.cast.ai/v1/kubernetes/clusters/${CASTAI_CLUSTER_ID}/policies" \ | jq '.unschedulablePods'
Causes:
unschedulablePods.enabled is false -- enable itclusterLimits.cpu.maxCoresbash# Check node downscaler configuration curl -s -H "X-API-Key: ${CASTAI_API_KEY}" \ "https://api.cast.ai/v1/kubernetes/clusters/${CASTAI_CLUSTER_ID}/policies" \ | jq '.nodeDownscaler'
Causes:
nodeDownscaler.enabled is falsePodDisruptionBudget blocking evictionemptyNodes.delaySecondsbash# Check spot configuration curl -s -H "X-API-Key: ${CASTAI_API_KEY}" \ "https://api.cast.ai/v1/kubernetes/clusters/${CASTAI_CLUSTER_ID}/policies" \ | jq '.spotInstances'
Fix: Enable spotDiversityEnabled: true and set spotDiversityPriceIncreaseLimitPercent to 20-30 for better availability.
Symptoms: Pods being evicted too frequently, service disruption.
bashkubectl get events --field-selector reason=Evicted -A --sort-by=.lastTimestamp | tail -20
Fix: Increase evictor cycle interval or switch to non-aggressive mode:
bashhelm upgrade castai-evictor castai-helm/castai-evictor \ -n castai-agent \ --set castai.apiKey="${CASTAI_API_KEY}" \ --set castai.clusterID="${CASTAI_CLUSTER_ID}" \ --set evictor.aggressiveMode=false \ --set evictor.cycleInterval=600
bashterraform plan -var-file=environments/prod.tfvars # If drift detected: terraform refresh -var-file=environments/prod.tfvars
Fix: Avoid mixing Terraform and console-based policy changes. Pick one source of truth.
bash# Check installed versions helm list -n castai-agent helm search repo castai-helm --versions | head -10 # Update to latest helm repo update helm upgrade castai-agent castai-helm/castai-agent -n castai-agent \ --reuse-values
bashkubectl logs -n castai-agent deployment/castai-workload-autoscaler --tail=50
Causes:
autoscaling.cast.ai/enabled: "true"For comprehensive diagnostics, see castai-debug-bundle.
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