What is RAGAS? How would you integrate it into CI/CD?hard

Type
scenario
Topic
is-ragas-how-would-you-integrate-it-into-ci-cd
Frequency
common
Tags
rag, what, ragas, how, would, you
Answer

RAGAS is an open-source RAG evaluation framework computing: faithfulness, answer relevancy, context precision, and context recall.

Explanation

RAGAS is an open-source RAG evaluation framework computing: faithfulness, answer relevancy, context precision, and context recall. Integrate: run RAGAS on a golden Q&A dataset in your CI pipeline (GitHub Actions). Gate deployment if metrics drop below thresholds. Track over time for drift detection. Can use LLM-as-judge internally, so choose a consistent judge model.

Follow-upCan you give a production example?