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: