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Mohammad UmmairNotes on ML systems, inference, and silicon.

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ai

2 posts

  • AI Slop

    Coding assistants feel effortless. The evidence says they make us write more code and work slower, and the dependency that builds only benefits one party.

    August 16, 20264 min readaisoftware engineeringopinion
  • KV Store: paying memory to avoid recompute

    Without a KV cache, every new token re-attends over the whole prefix. With one, you trade that compute for GPU memory — about 40 GB of it on Llama 3 70B at 128K context, and PagedAttention decides how much of that you waste.

    August 16, 20264 min readDraftinferencelong contextaisoftware engineering
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