Introduction In the previous RAG implementation, we built a working system — but we could only verify "is this actually correct?" by reading answers manually. [Before] Manual verification Ask "How do you calculate F1 score?" → check the answer by eye [Now — Evals] Prepare test cases and automatically score quality Evals means preparing an "evaluation dataset" (questions and expected answers) and automatically grading the system's responses. Three Evaluation ...