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The diagnosis came back genuine and the repository is empty - now the discipline the old system used to impose for free must be rebuilt by hand. Greenfield delivery as three questions (decide, prove, ship) and the gates an AI-assisted team still owes itself.
Vulnerability density, severity-tiered remediation clocks and hotspot review coverage - running the findings backlog as an operational queue with owners and deadlines, not an annual scare.
Line, branch and condition coverage each assert less than you think - mutation testing is the honesty check that reveals whether your suite would actually notice a bug, and the thresholds worth enforcing are conventions, not laws.
