Design and deploy production-grade LLM extraction agents and multimodal pipelines to parse unstructured pathology and genomics records, implement interoperable APIs (REST, HL7/FHIR), ensure data mapping and de-identification, build confidence scoring and human-review loops, and maintain compliance, audit logging, and data-quality observability for clinical use.