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 the technical rigor required to moderate it effectively. Strong intuition for LLMs—how prompt conditioning, temperature, and sampling affect chatbot behavior. Value velocity and can distinguish between 'perfect' academic solutions and 'shippable' production solutions. Obsess over metrics, regressions, and user experience.