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). Understand the 'Uncensored' challenge and technical rigor for moderation. Intuition for LLM alignment: prompt conditioning, temperature, and sampling. Doer Mindset: Value velocity and shippable production solutions. Owner Mindset: Obsess over metrics, regressions, and user experience.