A user's facts become a few rows in a content-addressed memory table — not a rewrite of the model. Paper, code, data, and interactive site for "User as Engram" (arXiv:2606.19172).
reproducible-research memory transformers personalization lora peft mixture-of-experts engram large-language-models llm knowledge-editing retrieval-augmented-generation nanochat parametric-memory per-user-memory
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Jul 25, 2026 - Python