Build end-to-end training pipelines Design new model architectures or adapt open-source models Fine-tune models using state-of-the-art methods Architect scalable inference systems Build data systems for training data Develop alignment, safety, and guardrail strategies Design evaluation frameworks Own deployment: GPU optimization, latency reduction, scaling policies Shape early product direction and build AI-powered experiences Explore frontier techniques