8+ years of engineering experience, with 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 LLM alignment: understanding prompt conditioning, temperature, and sampling effects. Doer Mindset: Value velocity and distinguish between academic and shippable production solutions. Owner Mindset: Obsess over metrics, regressions, and user experience long after code merge.