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

This story is from 2026-10-09. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2610.10845v1 Announce Type: new Abstract: 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 stat…

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  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

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