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Use when deciding whether to store a memory. Fires as a gate before every remember() call. The default answer is "no" — biological memory is selective, not exhaustive.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Use at the start of every session, and especially after context compaction or a cold restart. Fires as the first action, before engaging with the user's opening message.
Use when an architectural choice is made, a library is selected, an approach is committed to, a convention is set, or any "we'll do it this way" moment occurs. Fires the moment the decision stabilizes, not after.
Use when the user's message carries emotional valence — frustration, excitement, exhaustion, urgency, or confusion. Fires whenever tone matters more than information.
Use when tempted to repeat the same praise, the same status report, the same explanation, or the same reassurance. Fires as a suppression gate — not all repetition is useful.
Use when the user asks about anything that could have context in prior sessions — names, preferences, decisions, past work, or anything starting with "remember", "what did", "have we", "did we". Fires before generating any substantive response.
Use when the user notices a recurring pattern they want the system to learn ("I keep doing X", "every time Y happens", "make this automatic", "remember to always"), or when explicit phrases like "/reflex-create", "create reflex", "teach yourself" are used. Generates a new SKILL.md file from observed patterns.
| name | salience-filtering |
| description | Use when deciding whether to store a memory. Fires as a gate before every remember() call. The default answer is "no" — biological memory is selective, not exhaustive. |
The amygdala gates encoding. Only stimuli that exceed a salience threshold reach long-term storage — the rest decay within seconds. This is why you remember your first kiss but not what you had for breakfast on March 4th. A memory system that stores everything is not a memory system; it is a landfill.
McGaugh, J.L. (2004). The amygdala modulates the consolidation of memories of emotionally arousing experiences. Annual Review of Neuroscience, 27, 1-28.
Before every remember() call. Ask: would a human still remember this in a week?
If no — do not encode.
The "storage worthy" test. 6 signals, any 2 required.
| Signal | Example |
|---|---|
| Decision | "Using Qdrant over Pinecone because..." |
| Preference | "User prefers concise answers, no preamble" |
| Identity | "User is the developer working on a TypeScript project" |
| Constraint | "Cannot use AWS — decided to kill EC2 last month" |
| Pain point | "Deploy failed 3 times because of env var mismatch" |
| Novel knowledge | "The H200 has 141GB VRAM, not 80GB" |
These belong to working memory, not long-term:
Over-storing produces signal dilution. When every memory has importance ≈ 0.3, recall becomes random. The Ebbinghaus decay was designed to kill low-importance memories — if you store everything with high importance, decay cannot help you.
A memory system that stores 1000 items per session has 1000 items of garbage. Store 10 items of substance.
Before remember(), pause. If you cannot state in one sentence why this will matter in 7 days, do not encode.
