Owns a GPU fleet serving millions of images a month.Can get a new model, paper, or codebase working within a day.Knows models deeply: changes layers, boosts speed, cuts costs, builds features.Uses image and video models for fun. Follows new AI research closely.Stack: PyTorch, diffusion models, low-latency LLMs, GPU infra, inference optimization.