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Privacy-First LLM Document Automation Pipeline

Jan 2026 - Jan 2026

Overview

Built a secure LLM pipeline for clinical document extraction and automation.

Project Details

Engineered a Python pipeline leveraging a locally-hosted LLM to extract structured entities from unstructured clinical notes, reducing report preparation time by 95%.

Designed a Pydantic-validated data pipeline to enforce schema integrity, processing data securely without cloud exposure.

Lowered processing costs by 64% through automated Python-docx document generation from JSON schemas.