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Continual Learning with .md

Turn your files into a memory filesystem for AI agents. I have a proposal that addresses long-term memory problems for LLMs when new data arrives continuously (cheaply!).

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  1. Personal memory across agents

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  2. NERDs

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    Entity-centered long-term memory for LLM agents

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  3. Local persistent memory store for LLM applications including claude desktop, github copilot, codex, antigravity, etc.

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  4. MemorySync

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    Memory for AI Agents

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  5. Memory layer for AI Agents. Replace complex RAG pipelines with a serverless, single-file memory layer. Give your agents instant retrieval and long-term memory.

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