At Hebbia, I owned the execution layer that turned a Matrix instruction into thousands of scheduled agent jobs on a platform processing 250B+ tokens monthly. I connected backend agents to the React grid with streaming updates, and designed the state model so partial failures and empty answers stayed distinct.
At SHOPPABLE BUSINESS, I helped deliver a B2B procurement marketplace that grew to 1,400+ suppliers and 300+ buyer companies. I carry features from PostgreSQL and Redis through Python and FastAPI to React and TypeScript, and build with multi-provider LLMs and AWS.

