Extremely strong software engineering skills. Strong statistical skills and experience evaluating scientific experiments. Prior experience building front-end visualization systems and dashboards. Familiarity with ML systems evaluations. Proficiency in Python and ML frameworks (e.g., PyTorch, TensorFlow, JAX). Excellent communication skills. One or more papers at top-tier venues.