At LinkedIn, I designed the CareerOS planner–executor runtime in Python and LangGraph and built agent post-training and evaluation pipelines using Qwen, Flyte, and MLflow.
Previously at TikTok, I developed a real-time deep learning payments fraud model that prevented $12M in fraudulent transactions during its initial month of testing. At Levi Strauss & Co., I led product-level forecasting work that improved MAPE by 26 points over the existing rule-based approach.

