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QA Why assertEqual fails for LLM outputs, and how DeepEval replaces exact assertions with thresholded LLM-as-judge metric scores you can actually trust.
QA Structure a real DeepEval project: LLMTestCase anatomy, goldens vs test cases, versioned datasets, and the contract your LLM app must expose for evaluation.
QA A ranked guide to DeepEval metrics for QA: the RAG quartet, a custom G-Eval slot, situational picks, and how to read and calibrate judge scores.
QA Wire DeepEval into CI: GitHub Actions gating, cost control, taming probabilistic flakiness, and the consolidated good-vs-bad practices list.