Shipped AI at scale 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 technical rigor for moderation Intuition for Alignment: Understand LLM physics, prompt conditioning, temperature, and sampling effects Doer Mindset: Value velocity and distinguish between academic and shippable solutions Owner Mindset: Obsess over metrics, regressions, and user experience