The Problem

Pipeline failures interrupt development workflows. The typical remediation process:

Scan through thousands of lines of build logs to find the error
Understand the root cause
Write the fix
Test the change

For common, repetitive failures — missing Terraform variables, incorrect region names, syntax errors—this wastes significant engineering time. We measured an average of 30 minutes per failure in our environment.