# Kubernetes troubleshooting AI agent

Published articles for Kubernetes troubleshooting AI agent.

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## How to Build a Kubernetes Troubleshooting AI Agent with LangChain and kubectl

DevFeed: [How to Build a Kubernetes Troubleshooting AI Agent with LangChain and kubectl](<https://devfeed.tech/articles/how-to-build-a-kubernetes-troubleshooting-ai-agent-with-langchain-and-kubectl-17484.md>)

Original publisher: [Read original article](<https://kodekloud.com/blog/kubernetes-troubleshooting-ai-agent-langchain-kubectl/>)

Author: Pramodh Kumar M

Published: 2026-07-27T17:26:08Z

Content type: tutorial

Language: en

Sources: [Kubernetes - KodeKloud Blog | DevOps, Cloud, Kubernetes, AI Tutorials & More](<https://devfeed.tech/sources/kubernetes-kodekloud-blog-devops-cloud-kubernetes-ai-tutorials-more.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [kubectl](<https://devfeed.tech/topics/kubectl.md>), [LangChain](<https://devfeed.tech/topics/langchain.md>), [Tutorial](<https://devfeed.tech/topics/tutorial.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-agent-for-kubernetes](<https://devfeed.tech/tags/ai-agent-for-kubernetes.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [aiops-for-kubernetes](<https://devfeed.tech/tags/aiops-for-kubernetes.md>), [automation](<https://devfeed.tech/tags/automation.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [crashloopbackoff-troubleshooting](<https://devfeed.tech/tags/crashloopbackoff-troubleshooting.md>), [devops](<https://devfeed.tech/tags/devops.md>), [human-in-the-loop-agent](<https://devfeed.tech/tags/human-in-the-loop-agent.md>), [kubectl](<https://devfeed.tech/tags/kubectl.md>), [kubectl-ai-agent](<https://devfeed.tech/tags/kubectl-ai-agent.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-rbac-for-ai-agents](<https://devfeed.tech/tags/kubernetes-rbac-for-ai-agents.md>), [kubernetes-troubleshooting-ai-agent](<https://devfeed.tech/tags/kubernetes-troubleshooting-ai-agent.md>), [kubernetes-troubleshooting-automation](<https://devfeed.tech/tags/kubernetes-troubleshooting-automation.md>), [langchain](<https://devfeed.tech/tags/langchain.md>), [langchain-kubernetes-agent](<https://devfeed.tech/tags/langchain-kubernetes-agent.md>), [langgraph](<https://devfeed.tech/tags/langgraph.md>), [langgraph-agent-tutorial](<https://devfeed.tech/tags/langgraph-agent-tutorial.md>), [python](<https://devfeed.tech/tags/python.md>), [react-agent-python](<https://devfeed.tech/tags/react-agent-python.md>), [security](<https://devfeed.tech/tags/security.md>), [tool](<https://devfeed.tech/tags/tool.md>), [troubleshooting](<https://devfeed.tech/tags/troubleshooting.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>)

### AI overview

A tutorial on building a Kubernetes troubleshooting AI agent with LangChain v1 and kubectl. It describes a diagnostic ladder for investigating pod failures, read-only tools, approval requirements for write operations, separate identities for remediation, and a golden trace suite for evaluating results.

### Source excerpt

Most pod failures resolve into six root causes, and the investigation is identical every time. Here is how to build an agent that runs that investigation for you, with a hard boundary between reading a cluster and changing one.