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). Understand the technical rigor required to moderate NSFW content effectively without breaking the user experience. Intuition for LLM alignment: how prompt conditioning, temperature, and sampling affect chatbot behavior. Doer Mindset: Value velocity and distinguish between perfect academic solutions and shippable production solutions. Owner Mindset: Obsess over metrics, regressions, and user experience long after code merge.