I'm an AI engineer with 11 years building production systems in financial services — now designing GenAI and agentic systems end to end, from RAG and eval harnesses to the CI that ships them.
I'm an AI engineer with 11 years building production backend systems in financial services — trading, money movement, and securities management — including four years embedded at Fidelity Investments as an EY consultant, delivering event-driven microservices and high-traffic investment platforms.
Now I design and ship GenAI and agentic systems end to end: tool-calling agents, multi-step orchestration, and RAG with hybrid retrieval across dense, BM25, and graph signals. I build the evaluation harness that gates promotion — golden datasets, versioned baselines, regression gates — so every retrieval and model change is measured before it ships. I also lead AI enablement for 200+ engineers across the institutional vertical.
/ Toolkit
A code-intelligence platform that ingests and queries large multi-repository codebases — 600+ repos at its first engagement — to power software-engineering audits. A tri-store backbone pairs Qdrant for dense semantic search, Neo4j for call graphs and symbol references, and OpenSearch for BM25 exact-match on the rare identifier tokens embeddings handle worst, fused with Reciprocal Rank Fusion and cross-encoder reranking.
An AI resume-evaluation system on FastAPI that flags exact duplicates, near-duplicates, and semantic plagiarism through a multi-signal pipeline of hashing, lexical overlap, and embeddings — with PII-aware ingestion and human-reviewable evidence reports.
A meeting-intelligence platform that transcribes audio and generates structured minutes, summaries, and conversational Q&A using RAG over timestamped transcript segments, backed by PostgreSQL-native vector search. Inference sits behind a model-agnostic layer spanning OpenAI, Claude, Gemini, DeepSeek, Hugging Face, and Ollama, so quality can be benchmarked against cost and latency on noisy long-form audio.
Building the retrieval platform behind engineering audits, and the agents that automate enterprise onboarding.
/ Education
/ Certifications
Have a project, a role, or an idea worth chasing? My inbox is open — I read everything and reply to most.