At Handshake AI, I review AI-generated code changes against requirements, test coverage, and documentation, and document findings with code and test evidence. I also evaluate image, audio, and research outputs for factual accuracy and instruction following.
At Amazon, I led development of a virtual drop-zone management web application that improved operational efficiency by 15% during late-to-stow periods. My projects include KickMap, a campus event platform for 40+ users, and ExpressifAI, an assistive communication system that achieved 85% accuracy in controlled testing.

