Provenance documentation alone establishes suitability | AIGP
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Provenance documentation alone establishes suitability: Considering provenance documentation specifically,

AIGP Understanding How to Govern AI Development Medium

Provenance is context-specific; documented origins do not prove fitness when the population, source, or intended use changes.

The question

A financial-document model was trained on provenance-documented internal invoices and validated for employee expense processing. It will now process customer invoices received through a new vendor. Considering provenance documentation specifically, which conclusion is no longer justified without reassessment?

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  1. The documented lineage remains historical evidence.
    Origins, transformations, and versions can remain useful historical evidence even after the intended use changes.
  2. Provenance documentation alone establishes suitability for the new use.
    Lineage records origins and transformations, but do not by themselves establish appropriateness, representativeness, or limitations for new customers, documents, and vendor processing.
  3. The original labels can be reused without checking their meaning.
    Label meaning should be checked for the new task, but this is a labeling assumption rather than a conclusion established by provenance records.
  4. The model architecture remains reproducible.
    Reproducibility of the architecture may remain unchanged, but it is not the provenance assumption challenged by the new population and vendor.
The trap
Trace whether the source, population, transformations, and purpose still match the original evidence.

How to remember it

Provenance is context-specific; documented origins do not prove fitness when the population, source, or intended use changes.

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