Applied ML systems, agent evals, and infrastructure for models that have to survive outside notebooks.
I'm a CS student at UC San Diego who likes to build, break, and ship fast — mostly at the intersection of startups, medtech, and applied AI. Off the keyboard: films (Letterboxd), poker, F1 weekends, Lego, travel.
Orchestration frameworks, eval harnesses, and self-correcting agents — measured on accuracy, cost, and latency, not vibes.
Vision and audio pipelines for messy real-world data — medical imagery, bioacoustics, RF signals, geospatial rasters.
Data pipelines, APIs, and dashboards that carry a model all the way from notebook to deployed, monitored product.
Currently: GTM Engineering @ GMI Cloud · ML research @ Qualcomm Institute (E4E, UCSD) — and always open to what's next.
Won the UCSD BowCapital Defense Hackathon; admitted to the Bow Capital incubator. Anomaly-based RF detection, dual SDR backends, UDP gossip mesh, 3D operator dashboard.
Voice-first compression on two orthogonal axes: token-space (LLMLingua + self-implemented AttentionRAG behind a novel merge) and model-space (4-bit TurboQuant KV + LCLM).
4K-LOC framework scoring LangGraph agents on accuracy, cost, and latency percentiles — cost-adjusted accuracy metric, async-safe usage attribution, Ray Tune HPO, CLI + leaderboard.
Autonomous agent polling live training logs every 10s; SPC detector across 4 failure modes dispatches bounded tool calls. Docker stack + live React dashboard on EC2.
7-stage geospatial pipeline turning farm polygons into ELMFIRE-ready rasters; 8-bearing fire-spread ensembles score 24 candidate firebreak layouts; no-build Canvas UI.
Ethereum pipeline ingesting 403K transactions and 371K ERC-20 transfers; 16-feature wallet matrix clustered into 9 behavioral archetypes with anomaly flagging.
Led an 11-engineer team through a 10-week Agile SDLC to ship a Scrum/Kanban/XP app on Cloudflare — auth, D1 migrations, AI standup digests, 5-stage CI.
VS Code extension mapping any repo as an interactive dependency graph — multi-language parser (TS, JS, Python, Go, Java, Rust) plus AI file explanations and inline chat.
Open to new opportunities — internships, research collabs, hackathons, and ambitious teams. Fastest way to reach me is email.
lgoyal@ucsd.edu →