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Offline-first pipeline that turns intake PDFs and CSVs into deduplicated nonprofit constituent records: OCR extraction, probabilistic matching via Splink, a WCAG 2.2 AA human review queue, consent-aware write-back to CiviCRM, Salesforce, and webhooks, a VAWA/FVPSA DV privacy pack, Docker self-host, and a tamper-evident provenance log.