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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.
QA A field guide for QA engineers moving from deterministic test cases to evals: golden datasets, LLM judges, guardrails, and fintech compliance.
QA Discover how Playwright CLI reduces token consumption by 4-10x compared to MCP by saving browser state to disk instead of the model's context window.
QA A data-driven comparison of Playwright CLI and MCP architectures, covering token efficiency, command coverage, determinism, and when to use each approach.
QA Learn three approaches to give your Claude Code agent browser automation: custom CLI skills, community skills, and Playwright test agents.