Projects
Small, inspectable projects built around a simple rule: show the behaviour, failure cases, and evidence behind the result.
01 / Current
In progress · 2026
I own the design of an LLM validation agent that checks AI-generated lessons. So far I have mapped and audited the existing AI generation pipeline and written the design plan for the agent. Next: a shadow-mode prototype, measured against a labeled test set.
LLM-as-judge · Evaluation design · Pipeline audit
Work in progress at Cocoa Classroom. The code is private.
02 / Foundation
Full-stack systems that established the product and engineering habits I now bring to AI.
Shipped · 2023 · Team of 3
An invoicing platform for small businesses and freelancers. Users generate, send, and track invoices, manage clients, and collect payment through Stripe, with notifications through Twilio.
React · Vite · Node.js · Express · PostgreSQL · Stripe API · Twilio API
The demo backend runs on a free hosting tier and can take a minute to wake up.
Shipped · 2023 · Team of 4
A food ordering platform that connects customers with restaurants: menu selection with running totals, order placement, real-time order tracking, and SMS updates through Twilio.
Node.js · Express · PostgreSQL · EJS · jQuery · Twilio
The demo runs on a free hosting tier and can take a minute to wake up.