I'm an AI engineer with a decade+ 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/ Toolkit
- Languages
- Python, TypeScript, Go, Java, SQL
- GenAI & Agents
- RAG, Hybrid retrieval, LangGraph, CrewAI, MCP, LiteLLM, OpenAI SDK
- Evaluation
- Golden datasets, Regression gates, Guardrails, PII-aware handling
- Backend
- FastAPI, asyncio, Kafka, SSE streaming, Microservices
- Infra & Data
- AWS, Kubernetes, Terraform, PostgreSQL, Qdrant, Neo4j, OpenSearch