Proven ability to ship production ML systems Experience leading technical teams Hands-on experience with end-to-end ML pipelines Production-quality code in Python Work effectively with data (SQL) Debug complex ML systems GenAI experience with LLMs in production (RAG, tool use, orchestration, complex workflows, or fine-tuning)