R2 · Landmark Papers, Rebuilt
DeepSeek V2 and V3
Price the attention cache and a sparse model, and say what each choice bought.
Training is paid once. Serving is paid on every answer, forever. By 2024 two line items stood out. The memory that holds what has been read, and the weights every token walks through.