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long-term-memory-llm

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Local-first, auditable memory for AI agents, with governed retrieval, delegated context delivery, and verifiable execution evidence. Works with OpenClaw, MCP, Pydantic AI, and LangChain/LangGraph. No external API required for local memory. Install with pip: pip install atmem

  • Updated Oct 1, 2026
  • HTML

可迁移、本地优先的 AI Agent 核心:长期记忆、心智模型、情感状态、召回评测与 fail-closed 治理。Portable reference implementation for local-first AI agent memory, mind modeling, affective state, retrieval evaluation, and fail-closed governance.

  • Updated Sep 21, 2026
  • Python

A reproducible LoCoMo evaluation harness for long-term conversational memory: compare memory representations and agent workflows with fixed questions, gold answers, and scorers.

  • Updated Oct 4, 2026
  • Python

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