per-user-memory

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19PINE-AI / user-as-engram

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

Updated Jul 29, 2026
Python

arpit2005 / telegram-rag-bot

Star

Telegram bot with per-user context memory. Each user has isolated RAG namespace. Claude Sonnet 4 + SQLite + sentence-transformers.

python ai telegram-bot claude rag fastapi sentence-transformers anthropic per-user-memory

Updated May 20, 2026
Python

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