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There's a pattern that developers internalised years ago and that the rest of computing is only now catching up to: the environment you work in should be reproducible and throwaway; the state you care about should live somewhere else, explicitly.
We do this reflexively with build environments. Nobody sensible configures a CI runner by hand and hopes i...
A realistic failure mode starts with a team that runs a nightly triage job on a small free server. The job groups stack traces from three services. It sends a compact prompt to a free model endpoint. The HTTP client sees a 200 response. The body is empty. The job marks the call as success. The next morning, two pages go to the wrong owner. Nobody knows the model returned noth...
OOMKilled is a classic day-2 rabbit hole: events, limits, restarts, then a risky scale or edit. kprompt turns the investigation prompt into a reviewable plan before apply.
Originally published at https://kprompt.ai/blog/kubernetes-oomkilled.
OOMKi...
Chat CLIs optimize for turn-taking. Operators need a reviewable artifact before mutate.
kprompt is built as an intent compiler: NL → PlanResult → safety → approve → apply. Same day-2 surface (Helm, Prom, GitOps…) under one approval loop. Experimental.
Originally published at
If you are shopping for a “kubectl-ai alternative,” you are already in the right lane: local kubeconfig + BYOK + natural language. The fork in the road is the mutate contract.
kprompt compiles intent into a typed PlanResult (actions, risk, hard denies), then requires approve before apply — including CI JSON gates. kubectl-ai is often a faster path to kubectl-shaped ex...