Nine LLM-agent audit rounds on a 7150-line prompt specification surface found 51 defects with non-monotonic convergence and a post-hoc seven-category taxonomy, showing single-file review misses defect classes.
Software Defect Reduction Top 10 List.Computer2001,34, 135–137
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Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt Engineering Quality Assurance
Nine LLM-agent audit rounds on a 7150-line prompt specification surface found 51 defects with non-monotonic convergence and a post-hoc seven-category taxonomy, showing single-file review misses defect classes.