Shipped AI at scale. 8+ years of engineering experience, with a significant portion dedicated to shipping ML/LLM features. 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 technical rigor for moderation. Intuition for LLM alignment (prompt conditioning, temperature, sampling). Doer Mindset: Value velocity and shippable production solutions. Owner: Obsess over metrics, regressions, and user experience.