ML engineer who ships AI systems end-to-end, from architecture and training through serving, evaluation, and production monitoring. I care about systems that hold up under real constraints, not demos.
MS in Artificial Intelligence, Northeastern University, Boston
Build carefully, instrument everything, stay accountable through delivery.
I build production agentic and ML systems: LangGraph agents, multimodal RAG pipelines, LLM evaluation infrastructure, and the low-latency serving layers underneath them. Most of my recent work lives in healthcare and regulated environments, where correctness is not optional and the users are real people.
Recent highlights
- First AI engineer at Polygon Health, where I shipped a conversational medical-records agent over patient FHIR data solo: guardrailed LLM-to-SQL, SSE streaming over a Postgres checkpointer, and request-scoped isolation. Cut p95 latency 38% and failed requests 91%.
- Built an FDA regulatory document platform at GlaxoSmithKline from 0 to production in two months, with a multimodal RAG pipeline and an LLM-as-Judge eval framework in CI/CD that reduced hallucinations 42%.
- Granted Indian Patent No. 575220 for an end-to-end waste management system spanning computer vision, IoT, and a solar-powered plastic-to-bio-oil pyrolysis reactor.
Boston Pulse — Civic intelligence platform for safe pedestrian navigation. GCP-native MLOps app with an Airflow-orchestrated pipeline training a LightGBM crime-risk model via GitHub Actions CI/CD, serving H3 safety scores from Firestore.
DRL Trading Agents — Rainbow DQN, PPO, and LSTM-Actor-Critic trading agents under a POMDP formulation. LSTM-PPO returned +49.3% on AMZN vs +27.9% buy-and-hold.
Medical Diagnosis Prediction — Clinical NLP models pretrained on 5M PubMed abstracts, achieving 20%+ improvement on MIMIC-IV diagnosis prediction through transfer learning.
ChoreMate — Full-stack agentic app using React, FastAPI, and Gemini to fairly assign and manage household chores with smart scheduling and swapping.
Python TypeScript · PyTorch LangGraph FastAPI React · Docker Kubernetes · GCP AWS · PostgreSQL Redis · RAG · LLM-as-Judge · Hybrid Search