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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.
Trustworthy code generation can be achieved without post-generation adjustments, improving security and functionality simultaneously.
