8+ years of engineering experience, with a significant portion dedicated to shipping ML/LLM features to millions of active users. Proficient in Python/PyTorch and comfortable with the modern LLM stack (vLLM, HuggingFace, fine-tuning pipelines, eval frameworks). Comfortable working with NSFW content and understanding the technical rigor required to moderate it effectively. Intuition for Alignment: Understands LLM physics and how various parameters affect chatbot behavior. Doer Mindset: Values velocity and can distinguish between academic and shippable production solutions. Owner Mindset: Obsesses over metrics, regressions, and user experience.