I spent many years as a full-stack developer at product startups like Innovaccer and Geeks Invention, mostly React, Next.js and a lot of test coverage. Then I stepped away from shipping for a while to study full-time, and came back wanting to work on models instead of pixels.

These days I build LLM systems end to end — retrieval, evals, cost tracking, human review. Two are live: Contract Change-Impact Intelligence, a multi-tenant contract-diff platform, and shotgrep, video search with published evals.

If you want to reach out for anything — or just have a conversation — find me on twitter or drop a mail.