8+ years of engineering experience, with significant portion dedicated to shipping ML/LLM features to millions of active users. Proficient in Python/PyTorch. 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 how prompt conditioning, temperature, and sampling 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.