The Insights Generator (IG) is a new multi-agent system designed to automate the diagnosis of failures in large language model (LLM) agents by analyzing execution traces and producing evidence-backed insights. Its implementation has shown significant performance improvements, with human experts reporting a 30.4 percentage point increase in scaffold performance when using IG insights.