A case study of iterative auditing on AEGIS LLM multi-agent specs found 51 defects over nine rounds with non-monotonic convergence, a post-hoc seven-category taxonomy, and replications showing category kappa of 0.80.
AgentBench: Evaluating LLMs as Agents
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Iterative Audit Convergence in LLM-Managed Multi-Agent Systems: A Case Study in Prompt-Engineering Quality Assurance
A case study of iterative auditing on AEGIS LLM multi-agent specs found 51 defects over nine rounds with non-monotonic convergence, a post-hoc seven-category taxonomy, and replications showing category kappa of 0.80.