Experience

ML-assisted code understanding and debugging.

Developing Binks, Shopify’s code debugging tool. My work spans automated code understanding, bug diagnosis, and evaluation of ML-powered debugging assistance for developers.

Bellevue, WA

Agent evaluation and API routing verification.

Designed verification systems across 100+ enterprise workflow scenarios. Hardened Tool Manager API routing with sub-200ms validation latency and built test environments for a system designed for 10,000+ daily agent invocations.

Silicon Valley Labs · San Jose, CA

Embryo segmentation with deep learning.

Engineered ML pipelines and deep learning models on approximately 500,000 microscopy frames for embryo segmentation. Optimized models beyond the 95% accuracy baseline to support developmental biology and neuronal circuit analysis.

Los Angeles, CA

AI automation and full-stack development.

Co-developed an AI automation platform that boosted user presence scores by up to 40%. Improved dashboard productivity by 20%, deployed a Dockerized inference microservice, and established GitHub Actions CI/CD pipelines.

San Francisco, CA