Unverified50% confidenceTradeoffExact time
Immutable versions create conditions for parallel experiments, allowing teams to simultaneously evaluate the performance difference between versions v12 and v13 on the same dataset.
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8/31/2026
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Unverified模型晋升需满足更严格条件：要么在两个相互独立的正向窗口上验证通过，要么一个正向选择结果加上一个从未被查询过的全新数据切片62% similarUnverifiedRegression testing for agents requires running both the new and old versions multiple times on the same test set and comparing the distribution of behaviors rather than comparing single-run results.61% similarUnverifiedThe most reliable way to determine whether a new model has gotten worse is to conduct an A/B comparison between the old and new versions on the same tasks with the same prompts.61% similarUnverified选择和使用不同模型档位时不能仅凭版本号判断，基于真实场景的多轮测试才是评估模型能力的可靠依据61% similar
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