BlogsScale AIAgent Failure Diagnosis

Agent Failure Diagnosis

Agent Failure Diagnosis

1
posts
2026

Insights Generator is a new system designed to help engineers diagnose and fix failures in AI agents by analyzing their full run history. It identifies failure patterns, quantifies their occurrence, and provides specific trace evidence, significantly improving engineer productivity in debugging and enhancing agent performance.

2026

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.