Work

Production systems across legal, biotech, finance, and telecom — and a venture of my own.

Case studies & outcomes.

  • 01

    2025 →

    Product · AI Assistant

    Veterans United Home Loans

    A production AI assistant for veteran.com

    A full-scale assistant on the OpenAI APIs, served through a microservices architecture with a real-time analytics pipeline and a distributed data warehouse behind it — built to handle high-volume user interactions on secure, auto-scaling AWS infrastructure.

    • OpenAI
    • AWS
    • Microservices
    • Real-time analytics

    Live

    Serving veteran.com at scale

  • 02

    2023

    Consulting · Gen-AI

    SDSU Alumni

    Gen-AI gift-reporting assistant

    A Gen-AI assistant for SDSU's Financial Management Gift Reporting team — built on the OpenAI APIs, surfaced through a Django web interface, with a tuned data-query tool that transformed a slow manual reporting workflow.

    • OpenAI
    • Django
    • Data tooling

    3×

    Reporting efficiency gain

  • 03

    2024 – 2025

    Internal tool · Legal AI

    LegalEase Solutions

    NDA review-and-revision pipeline

    An event-driven backend that locates client NDAs in ClickUp, categorizes them in AWS, queues them to Bedrock for parallel automated review, and ships an internal UI behind a horizontally-scaled, containerized deploy.

    • AWS Bedrock
    • ClickUp
    • Docker
    • Event-driven

    Parallel

    Automated review at scale

  • 04

    2022 – 2024

    Product · Biotech ML

    WinSanTor

    ML automation for biopsy imaging

    A Django interface over a machine-learning program that automates biopsy image markings, with region- and data-extraction scripts for medical image formats and a Dockerized PyTorch inference engine wired in for interactive use.

    • PyTorch
    • Django
    • Docker
    • Medical imaging

    +200%

    Data-extraction throughput

  • 05

    2024 →

    Research · Networking

    WAN-AI

    Liquid time-constant networks for 5G/6G

    A deep-learning network that improves packet processing for user-data traffic in the 5G Core, paired with a fully-observable QoS environment for model-based reinforcement learning on MantisNet flow monitoring.

    • PyTorch
    • LTC
    • 5G/6G
    • Reinforcement learning

    5G/6G

    Core network research

Venture

Founder

GutChat

Turn gut feelings into gut facts.

An AI health app I founded and built end-to-end. It turns daily logging — meal photos, sample scans, weight-from-photo, sleep, stress, and water — into a composite daily gut score, with personalized coaching that remembers your history, experiments that surface your triggers, and doctor-ready reports.

  • Computer vision for meal & sample analysis
  • Composite daily gut-score model
  • Coaching with long-term memory
Visit gutchat.org↗

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