Self-starter with autonomy and collaboration skills Strong ML research chops (theory and practice) Clean, reproducible code (e.g., PyTorch/JAX) Systems thinking (data quality, scaling laws, evaluation, deployment constraints) Clear principles, low ego, and collaborative mindset Helpful backgrounds: Frontier labs, published work, applied research leadership, or standout independent achievement