Selected work

L7 Informatics — SDET

• Python
• LLM function-calling
• structured output
• test infra

Turned thousands of opaque Cypress failures into structured, queryable data using LLM function-calling — a structured-extraction pattern built before it was standard.

L7 Informatics — SDET

• Python
• embeddings
• LLM evaluation
• 21 CFR Part 11

A two-stage embeddings-plus-GPT pipeline that audited 7,750 test-to-requirement mappings for regulated traceability, with human-in-the-loop validation, caching, and cost controls.

L7 Informatics — SDET

• Python
• recommendation system
• git analysis
• Bitbucket API

Routed PRs to the right reviewers via git-history analysis with exponential-decay weighting — a legible algorithm that beat the obvious ML approach.

Independent contractor

• Python
• OpenAI API
• ETL
• SQLite
• data pipeline

A Python tool that profiles manufacturers against a 10,000+ record FDA-compliance database, classifies them with the OpenAI API, and drafts targeted outreach.

Independent — currently building

• MCP
• Python
• retrieval
• agent tooling

A hosted Model Context Protocol server that safely exposes a 7,000-note knowledge base to AI agents, backed by a typed information model and a SQLite store.

Independent venture

• FastAPI
• Vue
• Docker
• Terraform
• RunPod

A live audio-processing SaaS — FastAPI and Vue on Docker with Terraform-provisioned GPU inference on RunPod — built and operated end to end.

Independent venture

• product
• health
• forecasting
• measurement

A measurement-driven app for people managing ME/CFS, long COVID, and POTS — pacing and crash forecasting from time-series symptom data, grounded in real psychometrics.