memory-curation
GitHub该技能指导Agent在读取并分析工作区资产后，将具有持久价值的非平凡结论记录为记忆页面。需严格验证是否实际阅读内容、结论是否持久且不可推导，避免记录元数据或临时信息，以构建可复用的知识库结构。
Trigger Scenarios
Install
npx skills add Prismer-AI/PrismerCloud --skill memory-curation -g -y
SKILL.md
Frontmatter
{
"name": "memory-curation",
"version": 1,
"applies_to": [
"hermes",
"claude-code",
"openclaw",
"codex"
],
"description": "When you have read \/ processed a workspace asset in this session and learned something\ndurable about it, write a memory page so future sessions benefit. Maintain the workspace\nwiki's hierarchical structure as it grows.\n"
}
Memory Curation Skill
You have access to a workspace memory layer. Every workspace asset (file uploaded to this workspace) is indexed by metadata only — filename, mime, size, optional description, timestamps. The system does not pre-process file contents.
To inspect assets, use bounded asset tools:
prismer.asset.searchto find candidate filesprismer.asset.describebefore reading bytesprismer.asset.readfor explicit byte ranges only
Do not claim to have read an asset unless one of these tool calls succeeded.
Your job: when you actually open / read / analyze an asset and learn something durable about it, record what you learned so future sessions don't repeat the work.
When to write a memory page
Write a memory page after handling an asset if and only if all of these are true:
- You actually read the asset content (not just listed it).
- You produced an analysis, decision, or summary that is non-trivial — not "this file is a CSV with 1000 rows" but "this CSV is Q4 sales data with revenue collapse in region APAC".
- The conclusion is durable — it will still matter weeks from now.
- The conclusion is not derivable from the asset metadata alone or from re-reading the asset directly.
Do not write a memory page for:
- Files you only listed / saw in a directory listing
- Trivial summaries ("this is a PDF about marketing")
- Conversation context that belongs in the session, not in long-term memory
- Process artifacts: build logs, temporary downloads, cache files, scratch outputs
- Anything the user explicitly asked you not to remember
What to write
Format: short Markdown page (typical 200-1000 words). Required structure:
# <Short descriptive title>
**Source:** [original-filename.ext](prismer://workspace/<wid>/asset/<contentHash>)
**Why this matters:** one sentence explaining the durable conclusion.
<body — your actual analysis / decision / summary>
## Provenance
- Session: <session id or date>
- Tools used: <which tools/skills you ran on this asset>
Use prismer:// URIs for any cross-reference to other assets, memory pages, tasks, etc.
This is the wiki link form — agents in future sessions navigate by following these.
Where to put it
Path convention:
memory/<topic>/<source-slug>.md ← leaf page about one source
memory/<topic>/<source-slug>/<aspect>.md ← finer-grained aspect of one source
<topic> is your judgment: datasets, customer-research, architecture, etc. If you
are uncertain, default to the asset's content kind (datasets/ for tabular, documents/
for text-heavy, etc.). The Dream consolidation phase will reorganize sub-optimal placements.
Index hygiene (important)
The workspace has a top-level INDEX.md that points to memory pages. Do not write
directly into INDEX.md — the system maintains it. Just write your page at the right
path and the indexer will pick it up.
If you notice the top-level INDEX already has >200 entries, do not create a fresh
top-level page. Instead nest under an existing sub-index (e.g. memory/datasets/INDEX.md
if it exists). The Dream phase will rebalance the hierarchy when it ticks.
Hub merging
If you write a page about a topic and there is already a hub page for the same topic
(check via memory_search before writing), append to or update the existing hub
rather than creating a sibling. Hub merging at runtime keeps the wiki coherent and
reduces work for the Dream phase later.
Deduplication
Before writing, run memory_search with terms drawn from the asset content. If a memory
page already contains the same conclusion, do nothing. If a memory page contains a
different conclusion about the same source, do not silently overwrite — append a note
or update with an explicit reason.
What the Dream phase will do for you
You do not need to be perfect. The Dream phase runs periodically (typically idle ≥ 5 minutes or session boundaries) and will:
- Merge duplicates you missed
- Cluster N pages about one topic into a new sub-hub
- Mark stale pages (when the source asset was deleted or the conclusion contradicts a newer page)
- Prune low-signal pages that were never recalled and never linked
- Enforce top-level INDEX size invariants
This means: if you are uncertain whether a memory is worth writing, err on the side of not writing. Dream cannot reconstruct missing knowledge, but Dream can prune excess writes.
Anti-patterns
- ❌ Writing one memory page per asset by default. Most assets are noise; only a fraction yield durable knowledge.
- ❌ Writing memory pages with content equal to a paste of the asset itself. Memory is for conclusions, not raw content (the raw is already in the asset).
- ❌ Writing memory pages for files the user said to ignore.
- ❌ Editing
INDEX.mddirectly. - ❌ Creating new top-level INDEX entries when one already exists for the topic.
Anti-pattern detector (rhetorical check)
Before saving, ask yourself: "If I encounter this memory page 6 months from now in a different session, will it tell me something that re-reading the source asset would not?" If the answer is no, do not save.
Version History
- 742ef63 Current 2026-07-24 11:50
