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DEF-04

Fix, Retest, Prove

A remediation is not complete until the control change is retested and the resulting evidence closes or updates the finding.

governed lifecycle

Remediation lifecycle
  1. 1
    Accept the finding
    Confirm scope, consequence, owner, and evidence state.
  2. 2
    Design the control
    Choose the least disruptive change that addresses the supported path.
  3. 3
    Implement and instrument
    Change the system and preserve the evidence needed to retest it.
  4. 4
    Retest the path
    Replay the relevant conditions, alternatives, and expected controls.
Does the evidence support closure?
  • Closed
  • Residual risk
  • Control failed
  • Inconclusive

About this figure

Fix, Retest, Prove describes a governed remediation lifecycle for security and reliability findings. The pattern treats remediation as a controlled process rather than a one-time code change: first accept the finding, then design the control that should prevent recurrence, implement and instrument the change, and retest the path that originally exposed the issue. The outcome is not considered complete until the retest produces evidence that either closes the finding or formally updates its residual risk state.

This lifecycle makes evidence part of the control, not an afterthought. It requires preserving regression fixtures so the original failure mode remains reproducible, and it ensures failed or partially remediated paths are returned to the remediation queue instead of being prematurely marked resolved. By coupling implementation with verification and governance, the pattern creates an auditable loop from defect to control to proof. The result is a durable remediation practice that reduces drift, improves accountability, and keeps findings aligned with their current evidence state.

Embed in a route

<FigureFromSource sourcePath="content/publications/figures/platform/defend.dsl.md" figureId="DEF-04" />

Citation

Fix, Retest, Prove (DEF-04). AI Security LLC Figure Library. https://aisecurity.llc/publication-dsl/figures/DEF-04