When/what to retrieve — open the brain page for a salient entity before answering from memory.
复制下面这句话,粘贴给 Claude Code、Codex、Cursor 等 AI 编程工具,它会读取安装说明并在你确认后完成安装。
请阅读 https://ai.atlankj.com/install/asset/gh-retrieval-reflex-42a512c484b2 ,按照其中的说明把「retrieval-reflex」安装到你(当前 AI 工具)中。执行前先告诉我将运行的命令和写入的位置,等我确认。
查看 AI 将读取的安装说明正在读取 GitHub 原文…
内容来自 GitHub 原始文件,由原作者维护。在 GitHub 查看
A person doesn't bulk-load their whole address book into working memory. They retrieve on demand, when an entity becomes salient, use it, and drop it. Encode that reflex. The brain probably has the data — if a name is salient and you haven't opened its page, open it before you answer.
Retrieve when ANY of these holds AND the page isn't already loaded in context:
Skip trivial passing mentions, logistics pings, and anything already loaded. Judgment first — retrieve when it changes the quality of the reply, not reflexively.
Escalate only as far as the task needs:
get_page <slug> (MCP) — read the page before relying on specifics.graph / backlinks for the slug.Resolve only the name(s) the current task needs, use them, drop them. No bulk-loading the inner circle.
If you've discussed a named person for more than a message without opening their page, open it now. The write side captures everything; the read side only helps if you actually look.
See also: skills/query/SKILL.md (search the brain), skills/brain-ops/SKILL.md.