开源MindCache用非平等结构化的长期记忆，让LLM智能体不再被冗长历史淹没。
The main ideas that survived the experimentation are: using four memory types — user, knowledge, episodic, and decision memories, each with different …
LLM代理记忆评估新范式：先验真实纵向基准，揭示架构排名随任期动态翻转现象
arXiv:2607.21962v1 Announce Type: new Abstract: Benchmarks for LLM-agent memory typically generate conversations first and extract answer keys afterwa…
给OpenClaw装上MemGPT三层记忆，让智能体长期记忆不再是短板，开源可玩。
Article URL: https://github.com/xltvy/openclaw-memgpt Comments URL: https://news.ycombinator.com/item?id=48662733 Points: 4 # Comments: 0
用SQLite FTS5与向量搜索为Claude赋予全浏览记忆，精准降级设计确保鲁棒性。
Claude can read my files, my terminal, even my screen. But it had no idea what I read in my browser yesterday. That gap bugged me enough to build Brav…
不触碰AI内部结构，用Memory Sidecar三层架构给智能体添上持久记忆，版本3.1.1稳定可靠。
As someone who runs multiple AI agents for day-to-day tasks, I kept hitting the same wall: every new conversation was a total memory wipe. I'd ask my …
多轮对话中记忆架构如何影响Text-to-SQL性能？基准与实证研究揭示关键设计差异。
arXiv:2605.26394v1 Announce Type: new Abstract: Multi-turn Text-to-SQL is central to enterprise analytics yet remains predominantly evaluated in singl…