Machine learning engineer and computational scientist with 10+ years of experience spanning production user-facing AI applications and scientific computing. Currently building and deploying GenAI-powered products at scale. Prior research in scientific computing, CFD simulation, nonlinear dynamics, and data-driven discovery of governing equations, with a track record of developing ML simulation surrogates for complex physical systems.