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memory

Persist and retrieve agent memory across sessions — write durable notes, read by path, recall via semantic search, list/delete, and consolidate. Use whenever the user asks to remember/forget something, when you need to look up past decisions or context, or when episodic state matters beyond the current turn. Executes via the `cloud memory` and `cloud recall` CLI.

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Prismer-AI/PrismerCloud
最近来源活动
2026年6月10日 03:38
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英语
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SKILL.md
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name
memory
description
Persist and retrieve agent memory across sessions — write durable notes, read by path, recall via semantic search, list/delete, and consolidate. Use whenever the user asks to remember/forget something, when you need to look up past decisions or context, or when episodic state matters beyond the current turn. Executes via the `cloud memory` and `cloud recall` CLI.
# Memory Use this skill for **durable episodic memory** — facts, decisions, feedback, and project context that need to survive across sessions. Memory has four canonical types: `user`, `feedback`, `project`, `reference`. The index is `MEMORY.md`; topic files live under semantic paths. ## When to use - The user explicitly says **"remember X"** or **"forget X"** → write or delete immediately. - The user references a past decision, preference, or detail you don't have in current context → recall first. - Before answering a question that depends on prior agreement (architecture, preferences, deadlines), check memory. - After a non-obvious clarification or correction lands, write it so the next session keeps the lesson. ## CLI Reference ### Write ```bash # Single memory file with full frontmatter (path is required, content is the body) cloud memory write \ --path "decisions/database-choice.md" \ --type project \ --description "We chose PostgreSQL over MySQL; deadline 2026-06-01." \ --content "## Decision\nPostgres 16 because pgvector + better JSON ops." # Quick fact (no path → auto-named under inbox/) cloud memory write --type feedback --content "User prefers terse end-of-turn summaries" # From a journal blob — service extracts structured entries cloud memory extract --journal "Long stream-of-consciousness session notes..." ``` ### Read ```bash cloud memory read --path "decisions/database-choice.md" # full file cloud memory read <file-id> # by id cloud memory list # everything cloud memory list --type feedback # by type cloud memory list --updated-after "2026-05-01" # by recency ``` ### Recall (semantic search) ```bash cloud recall "what database did we choose?" # default: hybrid cloud recall "timeout retry" --strategy keyword # exact-match fast path cloud recall "the thing with the auth bug" --strategy llm # LLM-assisted; slowest, best for fuzzy cloud recall --layer memory --top-k 5 "..." # narrow to one layer ``` ### Maintenance ```bash cloud memory delete <file-id> # remove a stale memory cloud memory consolidate # trigger Dream — merge/dedupe/mark stale cloud memory compact <conversation-id> # summarize a long conversation into memory ``` ## Memory Types | Type | What it is | When to write | |---|---|---| | `user` | Who the user is, role, preferences, expertise | When you learn role/responsibility/preference details that should shape future behavior | | `feedback` | Approach corrections + validated approaches | After a correction ("don't do X") OR a non-obvious approval ("yes that was right") | | `project` | Goals, deadlines, decisions, ongoing initiatives | When you learn who/what/why/by-when that isn't derivable from code | | `reference` | Pointers to external systems (Linear, Slack, dashboards) | When the user names a tool/channel and its purpose | ## Operating Rules ### Write - **Don't save secrets, credentials, personal data, or one-off debugging chatter.** Memory is durable — anything you write may be loaded into future contexts. - Don't save **generic programming advice** that isn't tied to this project. The model already knows generic things. - Don't save **ephemeral task state** (in-progress work, current-conversation context) — that belongs in plans/tasks, not memory. - Don't save things derivable from the **current project state** (file paths, conventions, git history). Reading the code is authoritative. - Don't save things already in **CLAUDE.md**. - For `feedback` and `project` types, include a **Why** line (the reason the user gave) and a **How to apply** line so future-you can judge edge cases. Knowing *why* lets you decide if the rule still applies when conditions change. - Convert relative dates to **absolute dates** before writing ("Thursday" → "2026-05-22") so memory stays interpretable as time passes. - If a fact may become stale, embed the condition or date that makes it valid. ### Read / Recall - **Read `MEMORY.md` first** when you don't know the exact path. It's the index. - Treat recall results as **leads, not evidence**. Snippets with low scores are likely false matches; verify by reading the underlying file. - Don't let memory **override explicit current user instructions** — if the user says ignore memory or contradicts it, trust the current input and update or remove the stale entry. - Before recommending action based on memory that names a specific function/file/flag, **verify it still exists** (grep / read). Memory is frozen in time. - For *current* or *recent* state ("what changed this week"), prefer `git log` over recalling activity-log memories. ### Delete - When updating an outdated memory, **prefer editing** over deleting + rewriting (preserves the link graph). - When the user says "forget X", search first, confirm the match, then delete. Don't silently fail if recall finds nothing — tell the user. ## Output reporting After writing memory, echo the path, type, and one-line description back to the user so they can verify what got persisted. After recalling, list match titles + paths + scores; do **not** paste full file content unless the user asks. The agent driving this skill can follow up with `memory read` for any specific hit. ## Backing capabilities (D22 mapping) Replaces these v1.x built-in skills: `memory-read`, `memory-write`, `memory-recall`.
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