I build software that has to work outside the demo.

See how well your résumé actually fits a job, right on the posting.

Scores any job posting against your résumé with an LLM — a match score, an Apply / Maybe / Skip verdict, and the skills you're missing — across 100+ job boards and ATS. Ships no API key: a key-hiding proxy on Vercel Edge handles rate limiting and model pinning.

An AI pipeline that finds, scores, and tracks job matches for you.

Upload a résumé and describe what you want; a background pipeline pulls fresh postings from Greenhouse, Lever, and Adzuna, dedupes against MongoDB, scores each match 1–10 with reasoning, and emails a daily digest. Runs as a CLI or a hosted multi-user site.

Dig-readiness scores for 2,404 combined-sewer streets in Somerville.

Scored all 2,404 of Somerville's combined-sewer segments for dig-readiness by fusing AI street-scan data with city GIS, and trained a catch-basin classifier by knowledge distillation — a Claude Vision teacher to a distilled student — cutting inference to cents per asset. Shipped in one day.

One farmer's crop photo becomes a filed insurance claim in a minute.

An AI agent that turns a farmer's crop photo into a filed insurance claim: a vision model grades damage, weather data corroborates it, embeddings retrieve similar claims, and an LLM drafts a localized confirmation in 10 languages — all behind a 6-signal fraud check.