I am an applied research scientist at AWS AI Lab (Amazon NYC) now working on reliability and optimization for LLM especially for Code. Currently, I am leading the robustness research of AWS product CodeWhisperer. I completed my Ph.D. at Columbia University, working on adversarial machine learning and AI trustworthiness.