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What changed and why

Checklist

  • make verify green locally (format, lint, mypy --strict, hygiene gate, tests with the 85% coverage floor)
  • make security green (pip-audit + osv-scanner, no fixable HIGH/CRITICAL)
  • Privacy-invariant tests pass unmodified (test_no_egress, test_consent, test_suppression, test_provenance)
  • New or changed behavior has tests, including the failing fixture
  • Eval reports regenerated if matching, extraction, or bias-relevant behavior changed (make eval, make eval-extraction, make eval-bias); measured misses preserved
  • Docs and CHANGELOG updated, claiming only what the code does
  • New dependency? Rationale stated below
  • Release PR? Responsible-tech audits re-stamped, DPG conformance checked, CITATION.cff version and date updated

New-dependency rationale (if any)