kctx turns Kubernetes API state into compact operational context for humans, scripts, and AI SRE workflows.
Kubernetes gives us an incredibly powerful API.
It also gives us a familiar debugging ritual:
kubectl get pods
kubectl describe pod ...
kubectl get svc ...
I spend most of my day managing Kubernetes clusters from the terminal. Like many engineers, I rely...
Learn what context orchestration is, how it differs from RAG and prompt engineering, and how Redis powers the context engine…
AI agents can help with Kubernetes security reviews, but direct cluster access turns a useful assistant into a control-plane…
You know the drill. You're debugging a production issue. Terminal one: kubectl logs. Terminal two:...
Learn what a context engine is, how it fits into agent architecture, where RAG falls short, and how Redis powers the context…
Kubernetes is hard to learn from passive tutorials. Most content teaches commands in isolation. Real...
