Posts Tagged "deepseek"

Tokenomics, behind the scenes

Put the exact same model on GPUs and its token production cost can vary by multiples depending on how you serve it. A walk through the economics of a token: the frontier, the dollars it turns into, the levers that move it, and the claim our measurements let us make.

DeepSeek V4 Pro DSpark: the model isn't ready, the architecture is

We served DeepSeek V4 Pro for two days. What we wanted was hands on the architecture: attention that scales almost linearly instead of quadratically, and a speculative decoder that adapts to load. Both delivered. The preview checkpoint did not.