Sumit Sinha

I’m interested in applied ML systems that ship: LLM-powered workflows (RAG, tool use, routing), evaluation and reliability, and using ML to automate real processes end-to-end. I like problems where the “model” is only half the work—data pipelines, metrics, failure modes, and deployment matter just as much—and I enjoy building fast prototypes that can become production systems.