Unverified50% confidenceSolutionExact time
A layered testing strategy divides tests into fast smoke tests and full evaluation tests, running the full suite only before merging, which can reduce unnecessary model calls.
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10/16/2026
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VerifiedSmoke Testing only checks whether the system can start and whether core paths can run through, while Regression Testing is a comprehensive validation of all existing functionality, and the two cannot substitute for each other.79% similarUnverifiedRetrieval and generation must be tested separately; by building a small evaluation set, first check separately whether the retriever recalls the correct evidence, and then evaluate the model's wording.78% similarUnverifiedAfter configuration is complete, a smoke test should be performed to verify that the model connection is stable before entering the formal cost study, in order to avoid wasting tokens on failed initialization attempts.76% similarUnverifiedIn practice, common ways to reduce reliance on a single model's judgment are: keeping a fixed-version judge model, combining it with manual spot checks, and maintaining rule-based tests with clear decision criteria for key scenarios.76% similarUnverified通过打乱测试执行顺序并多次运行，若某测试仅在特定顺序下失败，可推断其与其他测试存在状态污染或隐性依赖75% similar
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