authority
rubric, not AI theater
The visible authority is the human-anchored PL rubric. AI can assist scoring, but the credential must point to the standard.
brief
Brief Methodology
How written judgment is scored against the PL Standard.
versioning
rubric provenance
Verified pages should include rubric version, scoring method, and enough provenance for third-party trust without exposing private data.