Unverified50% confidenceSolutionExact time
Custom code that passes testing but fails under production data volumes is a common post-switch failure mode, usually a performance problem masked by smaller test datasets, and development resources should be on standby for the first 48 hours.
1
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50%
Confidence
Long-term
Relevance
10/17/2026
First Seen
Sources
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Related Claims
UnverifiedCalling real models on every test suite run is an anti-pattern: it is slow, unstable, consumes request quotas, and makes it difficult to distinguish between code issues and changes in model responses when tests fail.74% similarUnverifiedBecause the evaluation does not execute the code, a build plan that passes static analysis may still fail at runtime.72% similarVerifiedWhen validation fails, the specific error should be fed back to the model for correction, but retries must have limits on the number of attempts, timeout duration, and cost control, as retries increase latency and resource consumption.72% similarUnverifiedOn failure one should stop immediately rather than use silent retries, because retries consume budget and hide real failures; retry policy should be decided separately and documented.71% similarUnverifiedThe handling of 'partially satisfied' cases in the calibration code adopts a conservative strategy, treating them directly as failures.71% similar
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