Monday.com's testing infrastructure team built an AI-powered system that analyzes E2E test failures during code review rather than after merge. When Playwright tests fail in CI, an AI agent correlates the failure with PR changes to explain what assumption broke and suggests fixes inline. A separate execution agent applies
Table of contents
Shifting E2E Feedback into Code ReviewHow It Works in PracticePhase 1: Explanation and AnalysisA Generic Composite Action ExampleThe Agent: Where Judgment LivesHow the Agent ThinksPhase 2: Execution, by Explicit IntentWhat the Fix Workflow Actually DoesThe Fix Agent: Execution Without InterpretationWhy This Separation MattersWhat It Looks Like in PracticeExplanation Before Action in Critical SystemsPreserving Consistency Through Existing FrameworksFrom Automation to InteractionSort: