
Insights Generator: Diagnosing Agent Failures
7/16/2026
Introduces Insights Generator, a system that analyzes an agent's full run history to diagnose failure patterns. It contrasts with existing tools by reading across the entire corpus of runs, identifying and quantifying error modes, and providing specific trace evidence for debugging. The post details its impact on engineer productivity and agent performance improvements, citing studies and examples of failure compounding.