Applied Work & Projects

I build products that get used. Below is a selection of applied work across clinical AI, research automation, and data infrastructure.

  1. CLINICAL AI · WOMEN'S HEALTH · LLM DEPLOYMENT

    Agentic Clinical Intake System

    Upturn Health · Deployed · 2025

    Designed and deployed a five-phase agentic LLM system for a women's health startup — integrating safety screening, adaptive conversation logic, and clinical protocol alignment.

    Stack: Python · LLMs · YAML

  2. NLP · KNOWLEDGE ENGINEERING · STRUCTURED DATA

    Clinical Knowledge Encoding Pipeline

    Research · In Development · Upturn

    Built a system to encode expert clinician knowledge into structured, computable formats for scalable clinical decision support.

    Stack: Python · LLM · Knowledge Engineering

  3. PYTHON · EHR · SURVIVAL ANALYSIS · CDISC

    Automated Oncology Research Pipeline

    UCSF · Research · UCSF

    Automated pipelines for oncology research data processing — from EHR extraction through endpoint derivation (OS, PFS, RANO, Genetic variants) to analysis-ready datasets.

    Stack: Python · EHR · NGS

  4. CLINICAL TRIALS · DATA INFRASTRUCTURE · CLINICAL OPERATIONS

    Clinical Operations Dashboards

    Regeneron · Deployed

    Built and deployed internal analytical tools used daily by clinical operations teams at Regeneron — a portfolio-level enrollment monitoring dashboard tracking trial status across the company's portfolio, and a subject-level data completeness dashboard. Designed to answer the specific operational question at hand, not to be general-purpose tools.

    Stack: Python · Streamlit · SQL

  5. NETWORK ANALYSIS · VISUALIZATION · NEURO-ONCOLOGY

    Network Visualization Pipeline — Caregiver Concerns

    UCSF · Research · UCSF · 2023–2025

    Co-author on a publication-grade heterogeneous knowledge graph pipeline mapping the co-occurrence of concerns and the relationship to received interventions across 2,000+ caregivers of patients with brain tumors. Output graphs support analytical reporting on caregiver burden in neuro-oncology research.

    Stack: Python · NetworkX · GEXF · Gephi