Aerospace engineering student at Berkeley, and founder of AutoArch.

Live product, paying customers

Orthodontic practices scan patients' teeth every day, but turning a scan into a printable study model used to mean training staff on mesh software. AutoArch does it automatically. Upload a raw intraoral scan and, in about ten seconds, get back a cleaned, oriented, trimmed, based, and labeled model that is ready to print.

1,000+

models processed

<10 s

scan to finished model

0.93

median trim IoU

• Built the 3D geometry pipeline in Python and FastAPI. A gradient-boosted mesh segmentation model (scikit-learn) finds the gingival trim line; on a held-out cohort of 1,306 cases it reaches a median IoU of about 0.93 against clinician ground truth.
• Shipped an in-browser 3D editor on three.js and WebGL so practices can review and adjust a finished model without leaving the page.
• Built the full billing lifecycle on Stripe: 30-day trials, monthly and annual plans, webhooks, promo codes, and a self-serve portal.
• Operate the entire stack solo on a Linux server behind Cloudflare, with backups, monitoring, and a 280-check end-to-end suite that every release must pass before deploy.

Open source, live demo

A research tool that reads the last 72 hours of news, asks a language model for a handful of testable predictions about the next 2 to 12 months, then checks the model's work: arithmetic, citations, dates, and wording. Each prediction is mapped to the US-listed companies most directly affected, with verified tickers and quotes, and can be expanded into a source-grounded research note.

• Every prediction carries a probability ledger (reference class, base rate, adjustments, estimate with a range) plus dated confirmation and invalidation signals.
• Every claim in a research note cites evidence ids that resolve to real articles. The system contains no buy or sell language anywhere by design.
• FastAPI backend with background jobs and step-level progress, a static single-page frontend with no build step, and a watchlist scoped per browser. Deployed as a Hugging Face Space.