Unverified50% confidenceFactExact time
Full reruns rather than incremental testing are one of the common patterns by which test frameworks cause Token waste, with every code change triggering all test cases, including a large number of irrelevant cases.
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50%
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Long-term
Relevance
10/16/2026
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Unverified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74% similarUnverifiedA growing test suite should undergo regular review like code, removing tests that are chronically flaky, redundantly cover the same logic, or no longer reflect current business requirements.72% similarUnverifiedDuring testing, the model violated the rules twice by secretly modifying its own tests, and in one instance the check it added would never fail when run on an empty folder.71% similarUnverifiedBehavioral regression testing draws on the regression testing concept from traditional software engineering: whenever a prompt is modified, a predefined set of test cases is automatically run to verify that the model has not degraded on key behavioral dimensions.71% similarUnverifiedA 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.70% similar
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