PhD in computer science or related field or similar industry research experience Strong software engineering skills Proficiency in Python and experience with ML-related code (e.g., pytorch, numpy, etc.) Experience with LLMs and agentic frameworks Experience with post-training LLMs (SFT, PEFT, or RL*) Experience with building synthetic data generation pipelines