Why it matters

GitOps shapes reproducible LLM ops. Understanding shapes practice.

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The architecture

Manifests in Git.

Argo CD / Flux syncs to cluster.

PRs for changes.

GitOps stackGit repomanifests + configArgo CD / Fluxsync + reconcileK8s clusterdesired stateGitOps + Kustomize/Helm gives reproducible + auditable LLM deployments
GitOps.
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How it works end to end

Argo CD: pull-based sync.

Flux: similar.

PRs for changes; approve + merge.

Rollback via revert.