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News/User as Engram: Internalizing Per-User Memory as Local Parametric Edits
arxiv
PublishedJune 18, 2026 at 4:00 AM
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User as Engram: Internalizing Per-User Memory as Local Parametric Edits

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arXiv:2606.19172v1 Announce Type: new Abstract: Personal memory in a language model is two problems: content and reasoning skill. The brain keeps the two apart (a sparse, local engram in the hippocampus for each episode, a slow neocortex for the shared skills that interpret it), so a new fact need n

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