Selected Projects
Agent systems, AI product experiments, and the engineering behind them. My workplace projects are described in Work & Research; the repositories below offer a closer look at public implementations and prototypes.
Agent engineering in practice
- Nova Agent - My work on an internal insurance AI coworker at Newfront: document workflows, tool use, generated contracts, and operator review.
- TikTok coding agent - An internal Objective-C-to-Swift migration agent I built with iterative generation and custom evaluation harnesses.
Public projects
AgentShelf
AI commerce · Hackathon prototype
I built the full-stack product for a commerce readiness console. The demo takes a product through readiness scoring, shopping-query simulation, structured content preparation, and a launch checklist.
The repository includes UI screenshots and a runnable Next.js application. AI responses and orchestration use mock data, making this an exploration of the operator workflow and interaction design.
Obi
General agents · Product frontend
A frontend for a general-agent product targeting real-world tasks. It represents my exploration of how users give work to an agent and interact with its execution.
This repository contains the product frontend and local setup instructions. Long-running execution and expanded memory are product goals described in the project, rather than measured outcomes presented here.
Live Subtitles
Voice AI · Application prototype
A speech transcription and translation app that connects live audio capture to a model API over WebSocket. The project explores streaming interaction, connection state, conversation history, and transcript sharing.
The repository documents audio capture, buffering, the streaming connection, and local setup. It connects my mobile engineering background with interactive AI applications.
Founder and product exploration
Tira AI
Co-founder · Summer 2025
I co-founded an AI-native execution startup with Sam Liu, working on product architecture, implementation, and early go-to-market development. This work shaped my interest in the full path from a user request to a useful, reviewable result.
Influ Agent
Social media workflows · Product exploration
An AI-agent product exploring creator and social growth workflows. The public repository is an early implementation; the broader autonomous-operation vision remains part of the product direction.
Research
My research on FineEdit, TreeDiff, and Infant Agent studies precise editing, structured generation, and tool-integrated agents.
Earlier work
My earlier projects span web frameworks, computer vision, games, and interactive applications. They remain part of my engineering background.