Projects · 10
Things I build outside work — agents, apps, research and a few undergrad relics. The bigger production stories live under Work.
AI / ML · 3
An LLM agent that triages a mixed inbox — referrals, voicemails, portal messages and email — into structured, human-reviewable action plans, orchestrating verification, lookup, slot-finding and escalation tools. Hard human-in-the-loop boundaries: it drafts but never sends, holds slots but never schedules. A validator reconciles every output against that run's own tool-call trace.
2022 — 2023Researched LLM-based recommendation systems combining SASRec with ChatGPT to improve movie discovery. Advised by Prof. Julian McAuley at UC San Diego.
ML model predicting dress fit size from consumer + dress attributes using latent factor models. Built for an e-commerce dataset.
Full-stack · 5
A media player shipped as a Flutter app for iPhone/iPad, a native SwiftUI app for Apple TV, and an Express/Prisma backend handling JWT auth, purchase validation and telemetry. Plays user-supplied sources across five protocols with TMDB, Trakt and OpenSubtitles enrichment, plus scheduled DVR, an EPG guide, parental controls and StoreKit 2 purchases validated through the App Store Server API.
2020Web app for building custom burgers ingredient by ingredient and ordering them online. Deployed on AWS EC2 with Firebase auth.
Full-stack web app: book appointments, upload records, get prescriptions, chat with a doctor. Built end-to-end during undergrad.
2018Real-time football scores and daily updates, fetched and surfaced through a thin web client.
2020An e-commerce buy/sell marketplace prototype. React front end with a small Python service handling listings.
Embedded / hardware · 2
Built an autonomous quadcopter that flies to a scene and uses face recognition + object detection to support law enforcement. Embedded computer vision pipeline on a Raspberry Pi-class board.
2018Built an object-detection and obstacle-avoidance robot. Embedded controls + sensor fusion on microcontroller.