CloudThinker for Kubernetes Engineers

Find the why behind every unhealthy cluster.

Frontier Investigation Agents keep EKS, GKE and AKS healthy, right-size workloads and plan zero-downtime upgrades. You approve every change.

Failing podRoot causeNodes

A red pod tells you what. Not why.

CloudThinker traces a CrashLoopBackOff back to the Helm release, the deploy or the policy behind it, then proposes the fix.

Healthy clusters, from pods to upgrades.

Start from six customizable Skills for production clusters. Extend them, replace them or add your own.

  • Health and sizing

    Node, pod and workload health tied to Helm releases and deploys, plus HPA, VPA and KEDA tuning from real production traffic.

  • RBAC and network policy

    Over-privileged ServiceAccounts, Pod Security Standards violations and NetworkPolicy gaps, with least-privilege diffs.

  • Upgrades and observability

    EKS, GKE and AKS upgrades with deprecated API scans and blue-green node groups, plus Prometheus, Grafana and OpenTelemetry SLO scaffolding.

Ask once. Rerun it as a Command.

Hand off one task, trust the result, then turn it into a loop. Every week, another task leaves your plate.

  • Start with a prompt

    Ask in chat. CloudThinker runs it once inside Sandbox Isolation, scoped by your Rules of Engagement.

  • Save it as a Skill

    /create-skill captures the scope, Rules of Engagement, validation logic and notification routing as a Skill versioned in the Knowledge Base.

  • Run it as a Command

    Call it from chat, a webhook or a schedule. Same Rules of Engagement, same surface, same report. When your environment drifts, CloudThinker proposes a Skill update for your approval.

You set the guardrails.

Every run inherits the same controls that protect all of CloudThinker.

  • Sandbox Isolation

    Every run executes inside an ephemeral microVM with strict egress, destroyed when the run completes.

  • Rules of Engagement

    Strict scope, method and rate limits, with guard-in and guard-out policy checks on every model call. PII and secret redaction are on by default.

  • Immutable audit

    Every reasoning step, tool call and finding is recorded. Export it to your SIEM or hand it to compliance.

See how Auto Mode keeps humans in the approval loop
Talk to Kubernetes Engineering

Ready to put CloudThinker to work on your clusters?

Our Kubernetes team partners directly with your platform and SRE leads. Cluster audits, zero-downtime upgrade plans and RBAC remediation diffs on request.