The First Control Is Reproducibility Before an autonomous system changes production code, it should be able to demonstrate the problem it is trying to solve. Reproduction converts a ticket from narrative into evidence: a failing condition, affected path, environment, and expected behavior that can later prove the fix worked. For engineering leaders, reproducibility also creates comparability. It allows teams to distinguish tickets that are well specified from those that depend on hidden production state, customer context, or tribal knowledge. That segmentation becomes the first map of where autonomous remediation can operate safely today and where better observability or …
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