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Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute

A large language model can only use the text that fits in its context window, and it recomputes its internal key-value (KV) state for a prompt every time the prompt is sent. We test a memory layer, the public package galahad-kv, that saves the KV state of each block of about 16,000 tokens to encryp…

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Timeline · 3 reports

  1. 2026-10-09 04:00 · arXiv cs.CL
    Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute
  2. 2026-10-09 00:28 · r/machinelearningnews
    Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute
  3. 2026-10-09 00:19 · r/huggingface
    Real Long-Term Memory for AI: A 50-Million-Token Window That Is Faster and Cheaper Than Recompute

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