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Library/ Deployment & LLMOps/ Module 4 · Project 3: LLMOps and MLOps — Monitor, Evaluate and Improve the Live App/ 4.3 Evaluation gate

subtopic

Evaluation in CI: block bad releases

10 min applied10 min research3 curated resources

Turn your golden test set into an automatic gate: on every pull request that changes prompts, models or retrieval, run the test questions, score them (exact checks + LLM judge + faithfulness), compare with the current production scores, and fail the CI job if quality drops more than an agreed amount or cost/latency rises too much.

Builds on: 3.7 Evaluate, 4.6 Evaluate

Notes, key code, what to skip and 3 curated resources are inside the platform.Join the waitlist and we'll build you a roadmap that includes this topic only if your goal needs it.

Evaluation in CI: block bad releases · 1x1labs.ai