Preserve version-linked incident records: Which missing control | AIGP
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Preserve version-linked incident records: Which missing control most directly preserves evidence for future

AIGP Understanding How to Govern AI Deployment and Use Medium

Preserving records tied to each model version prevents later deployments from erasing incident evidence needed for investigation.

The question

A public-benefit administration system generates eligibility recommendations. After an incident, investigators discover that logs from the affected model version were overwritten when a later version was deployed. Assume incident ownership, access controls, corrective-action procedures, and retention policy are established. Which missing control most directly preserves evidence for future investigation?

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  1. Require administrators to document incidents from memory quarterly.
    Retrospective recollection is less reliable and cannot substitute for contemporaneous, version-specific incident evidence.
  2. Store only the latest model’s logs in a centralized repository.
    Centralization may help availability, but retaining only latest logs still loses evidence tied to earlier versions.
  3. Preserve version-linked incident records.
    Version-linked records preserve the relationship among model version, events, outputs, and corrective actions during investigation.
  4. Increase the frequency of aggregate performance reports.
    More aggregate reports may show trends, but they cannot reconstruct version-specific actions and incident context after logs are overwritten.
The trap
When later versions overwrite investigative data, select versioned or version-linked record preservation.

How to remember it

Preserving records tied to each model version prevents later deployments from erasing incident evidence needed for investigation.

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