Blog

Engineering notes.

Explainers from the team that runs the GPUs: how LLM inference is served, and where model design is heading.

Articles

  • LLM Inference Parallelism, Explained with Animations

    An animated guide to LLM inference parallelism: data, tensor, pipeline and expert parallelism, and the attention designs (MHA, GQA, MQA, MLA) behind them.

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  • Next-Concept Modeling (NCM), Explained with Animations

    How a language model can write a paragraph in ~12 parallel steps instead of hundreds: a coarse-to-fine hierarchy of discrete codes, one level at a time.

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