At Atrean, I built the AI layer for financial data products, including RAG pipelines, LangChain and LangGraph workflows, and voice and chat assistants for portfolio queries.
I shipped document intelligence that turns unstructured statements and PDFs into structured financial data. I also automated capital call and distribution workflows, saving the finance team about 10 hours a week and cutting close-cycle time by about 40%.
At Atrean, I owned backend and system design for a real-time portfolio platform spanning public markets, private funds, and direct investments. I deployed and operated it on AWS, using FastAPI, Node.js, React, PostgreSQL, and Redis.
Previously, at Ahana Systems and Solutions, I diagnosed production issues and optimized services and database queries, cutting p95 latency by about 35%. I also contributed a security and reliability fix to LiteLLM and built projects including a multi-agent RAG platform over financial data.
