Insights Generator: Diagnosing Agent Failures
Scale AI, Thursday, July 16th, 2026
Scale AI introduces Insights Generator, a diagnostic tool that helps engineers identify and fix AI agent failures faster.
Scale AI describes Insights Generator, a diagnostic tool built to help engineers find and fix the reasons AI agents fail.
Debugging agent behavior typically means manually reading through long execution traces to locate where reasoning went wrong, which does not scale as agent deployments grow.
The tool automates that analysis, surfacing patterns in failures rather than requiring case-by-case inspection. Scale positions it as part of the tooling needed to move agents from demos into reliable production systems.
The post is authored by Matthew Siegel and appears under Scale's research category.