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Continuously incorporating newly discovered online failure cases into the evaluation set to form a closed loop of discovering issues, consolidating cases, and preventing regression is a practice known as Eval-Driven Development.
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10/2/2026
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UnverifiedThe evaluation metric proposed by Fail-First focuses on whether the system continues to repeat the same type of error after the environment has proven an action wrong, making it more diagnostically valuable than task success rate.71% similarUnverifiedAutomated Program Repair (APR) research shows that even patch generation guided by test suites often suffers from overfitting to test cases, meaning the patch passes existing tests but introduces new errors on uncovered code paths.71% similarUnverifiedUsing a configuration-driven approach combined with deduplication validation can intercept low-level errors such as duplicate entries in model lists at the build stage.71% similarUnverifiedFailure-driven testing refers to the practice of immediately distilling a problematic case into a permanent regression test case whenever an incorrect answer caused by context trimming occurs in production.70% similar
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