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All experiments
AgentsKubernetesDevOps

Kubernetes AI Assistant

Natural-language assistant that inspects cluster state, suggests fixes, and generates safe kubectl / Helm workflows.

GitHubDemo

Problem

Cluster troubleshooting is context-heavy. Operators jump between dashboards, logs, and docs while under incident pressure.

Architecture

  1. 1Chat UI with tool-call timeline
  2. 2AI gateway with policy filters
  3. 3Read-only Kubernetes API tools
  4. 4Optional write tools behind confirmation

Screenshots

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Lessons Learned

  • Read-only tools should be the default; writes need human confirmation.
  • Structured tool schemas beat free-form shell suggestions for reliability.
  • Grounding answers in live cluster facts reduces hallucinated commands.

Technologies

GoKubernetesOpenAILangChain