Labeling rubrics we used on a coastal vision pilot

Rubrics start with photographic examples of acceptable vs reject labels, including weather variants captured on-site.

We rotate adjudicators weekly so no single voice dominates edge-case decisions.

Exports include annotator IDs and session timestamps to support later drift reviews.

Outcomes reference operational metrics agreed with the port partner—without publishing raw numbers here.