Unverified50% confidenceSolutionExact time
Test Selection technology dynamically selects relevant cases to execute based on the scope of code changes, which can further compress unnecessary model calls.
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Long-term
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10/16/2026
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UnverifiedIn 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.75% 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.74% similarUnverified智能回归测试用例选择Agent基于当前变更的影响范围智能选择需要回归测试的现有测试用例子集，避免全量回归的资源浪费74% 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.74% similarUnverifiedDuring model selection, it is necessary to confirm that the similarity objective function used during model training is consistent with the metric used during retrieval; otherwise, systematic bias will occur.73% similar
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