Proven ability to ship production ML systems Experience leading technical teams Hands-on experience with end-to-end ML pipelines Strong engineering fundamentals in Python and SQL GenAI experience in production environments (RAG, tool use, orchestration, complex workflows, or fine-tuning) Bias toward action Clear communication