## Methodology references (required if estimator / math changes)
- Method name(s):
- Paper / source link(s):
- Any intentional deviations from the source (and why):

## Validation
- Tests added/updated:
- Backtest / simulation / notebook evidence (if applicable):

## Security / privacy
- Confirm no secrets/PII in this PR:
