Why it matters

LLM CI/CD shapes quality. Understanding shapes practice.

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The architecture

Build: container + model.

Test: unit + integration + evals + safety.

Deploy: staged environments.

LLM CI/CD stagesBuildcontainer + modelTestunit + evals + safetyDeploystaged envsModel eval + safety checks are LLM-specific stages; automate via GitHub Actions / GitLab CI
LLM CI/CD.
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How it works end to end

Model + prompt versioning.

Eval CI: RAGAS + custom.

Safety: Llama Guard + moderation.

Progressive deploy.