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 understand the technical rigor required to moderate it effectively. Understanding of LLM physics: 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.