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Once a pattern proves it matters, move it from exploration to monitoring. Tracking shows pinned Findings you watch over time, the patterns you already know matter. Once a pattern is pinned, DataFramer re-checks every new trace against it and shows how often it comes back. Slack alerts: turn on Slack alerts for any pinned collection to get notified when a tracked pattern shows up in new traces.

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Root causes and suggested fixes

Knowing that a failure keeps coming back is only half the answer. Open a tracked finding and run the analysis, and DataFramer reports the distinct root causes behind it — each one cited to the traces it was drawn from, with a suggested fix where the evidence supports one, down to the prompt edit. Run it again after you ship a fix to see whether that cause is gone. The analysis reads a sample of the finding’s traces rather than every one, so most traces come back attributed to no cause. It only runs on findings marked as failure modes: new findings are marked for you as a Discovery groups them, and you can set or clear that mark yourself on any tracked finding.

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Next steps

Reviews

Route the patterns you track to a human reviewer