8+ years of engineering experience Significant portion dedicated to shipping ML/LLM features to millions of active users Proficient in Python/PyTorch Comfortable with the modern LLM stack (vLLM, HuggingFace, fine-tuning pipelines, eval frameworks) Comfortable working with NSFW content Understanding of technical rigor for NSFW moderation Intuition for LLM alignment (prompt conditioning, temperature, sampling) Doer mindset: value velocity and shippable production solutions Owner mindset: obsess over metrics, regressions, and user experience