Unverified50% confidenceTradeoffExact time
For inference serving software, passing tests is a necessary but not sufficient condition; a patch may perform perfectly in offline testing yet expose memory leaks, batching logic errors, or performance regressions under real traffic.
1
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50%
Confidence
Long-term
Relevance
9/23/2026
First Seen
Sources
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Related Claims
UnverifiedPassing the tests does not equate to correctly fixing the defect; models can cheat by deleting failing test cases, hardcoding expected output values, or modifying assertion logic to make it always evaluate to true79% similarVerifiedTraditional software testing relies on assertions, where results are either right or wrong, either pass or fail.79% similarUnverifiedAI-specific failure modes include code that is semantically correct but logically flawed, and test cases that pass but have insufficient coverage, requiring targeted design of inspection items.79% similarUnverifiedWhen testing user experience, streaming output is typically preferred to be enabled to avoid users mistakenly thinking the program has frozen; when testing functional completeness, it may be necessary to wait for the full output before performing validation.76% similarUnverified传统软件测试的核心是找Bug，验证功能是否按预期工作，存在明确的对错标准75% similar
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