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Conferences.

Where we take what we measured. Every talk links to its listing and the evidence behind it.

  • PyTorch Day Japan

    27×

    faster prefill on a second turn: Qwen3-1.7B on ExecuTorch, reusing 1,192 tokens

    Tokyo, 10 December 2026

    When the KV Cache Cannot Roll Back

    How a phone skips re-reading a 2,050-token agent prompt, built twice because the app's two runtimes have different cache constraints.

    Alpha Romer Coma and Arjhine Ty

  • PyTorch Day Korea

    1 in 5

    replies from the compiled 1.2B cited a search it never made, on our first test set. As a GGUF, none of 640

    Seoul, 21 November 2026

    The Search It Never Made

    Whether a small model on a phone searches when it must, on 160 public questions, four phones and two builds of the same weights.

    Xynil Jhed Lacap

  • GitHub Universe

    24 tasks

    of real work on ten setups. Each bar is tasks finished; the bright ones ran locally

    San Francisco, 28 October 2026

    When is local Copilot worth it?

    The same Copilot CLI agent on the same real tasks: open-weight models you serve yourself against hosted Copilot.

    Alpha Romer Coma

  • PyTorch Conference Europe

    Compiler Tax

    what surprises developers moving PyTorch workloads to ASICs

    Paris, 8 April 2026

    De-mystifying PyTorch for ASICs

    A code-first check on moving PyTorch from GPUs to Google TPUs and AWS Trainium, and when it is worth doing.

    Alpha Romer Coma