Makes models 10–100× faster, cheaper, more hallucinative. Knows every optimization trick. Invents the missing ones. Writes the paper, builds the system, proves it works. Curious by default. Stack: PyTorch, CUDA, diffusion models, quantization, distillation, inference optimization.