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Reporting

What makes a high-signal error report for AI tools, issue trackers, and teammate handoffs

A high-signal error report is useful even before an AI model reads it. It helps another developer understand what failed, why it matters, and where to start looking. The same qualities also improve AI debugging results because the prompt becomes narrower and more explicit.

State the failing command, route, or test.
Include the first meaningful error message instead of the entire transcript.
Name the relevant file, module, component, or service.
Add the expected behavior and one sentence about what changed recently.
Redact or replace secrets and private data before sharing.

Last reviewed: May 25, 2026. Maintained as part of the ContextClean resource library.