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SNIPTEST reveals that targeted fuzzing of code slices can significantly enhance the validation of static analysis warnings, achieving over 54% success in identifying true vulnerabilities.
COMMITGUARD narrows down hundreds of potential bugs to just a handful of actionable reports, validating over 70% of them as real issues.
Bug reports that work for humans can actually hinder AI agents, with localization cues being critical for repair success.
