Real-Bug Mechanisms Guide LLM Test Generation Past Mutation Baselines

arXiv·medium signal

A knowledge-guided synthetic bug-feedback approach (arXiv 2607.11573) steers LLM test generation using feedback derived from real-bug mechanisms, improving fault detection over execution- and mutation-based baselines. Useful for teams trying to get generated test suites that actually catch realistic defects rather than trivial ones.