distill-concept-books SKILL.md skillA
distill-concept-books from xuzhougeng/wisp-science is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add xuzhougeng/wisp-science/distill-concept-books@git:20260809.e3f55d7Pins git:20260809.e3f55d7 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- xuzhougeng/wisp-science
- Path
skills/distill-concept-books/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260809.e3f55d7, committed Aug 9, 2026
- Size
- 15,796 bytes
- Repository stars
- 1,068
- License
- AGPL-3.0
将概念、理论或分析方法类图书蒸馏为证据可追溯、经人工门禁审核且不暴露书名、作者、出版社等来源身份的任务型 Skill 候选。用于新建或恢复图书蒸馏、以本地 Tesseract 扫描 DOCX 全部内嵌图像或 Poppler 渲染的扫描 PDF 全页、建立 source map 与 evidence/claim/relation/capability rule、用第一性原理重构可迁移方法，以及按权威 task contract 防止上下文压缩后的产品任务漂移；仅在本元 Skill 自身的 owning distillation 中路由其 Gate 4 评测。不用于单纯摘要、事实问答、人物思维模仿、实验或临床 SOP、临床决策，也不作为其他 Skill 的通用物化、评测、Git、发布或部署工具。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 概念图书蒸馏
把来源限定的图书知识编译为可审核、来源中性的任务能力，不把全书压缩成摘要，也不把
来源身份复制到候选 Skill。私有治理记录保留追溯所需身份和 locator；候选 tree、评测输入
和运行输出只保留重新表达的方法、边界与停止条件。始终保持：
```text
evidence → claim → relation / capability rule → candidate specification
→ Gate 3 approved-for-eval → materialization → eval run → Gate 4 decision
```
不得先写候选结论再反向挑选证据，也不得把结构验证当作真实性或行为效果验证。
## 运行前检查
1. 判断请求是新建、恢复、候选维护、物化、评测还是已接受候选的安全移交。
2. 目标目录存在时先只读恢复，不复制模板、不清空数组、不改稳定 ID、不覆盖人工记录。
新会话、checkpoint、上下文压缩/裁剪、阶段切换、后台任务返回或他人接手后，先重新读取
current Gate 1 绑定的 task contract、`task-coverage.yml`、candidate `stable_task_ids` 和
Gate 3/materialization；阶段目标和临时限制不能取代产品合同。
3. 执行任何规则前先证明当前 Skill tree 的 lifecycle 与来源。除非宿主权威记录以当前完整
tree hash 明确证明它已 `accepted` 或 `deployed`，否则一律按 review candidate 处理。必须唯一
定位 owning distillation、candidate ID/path 和 sources manifest；任一无法定位、冲突或不可读取
都视为 `invalid`，只允许审阅和修复，不得因为副本被移动或复制而跳过治理。
4. 对 review candidate 从 owning distillation 的权威 YAML 读取实时状态；不依赖正文中的历史
Gate、materialization ID、hash 或规则数量。运行：
```bash
PYTHONDONTWRITEBYTECODE=1 python3 -B scripts/inspect_distillation_state.py \
<owning-distillation-dir> --candidate-id <candidate-id> \
…Read the whole file at its exact version.
How to install
mdr add xuzhougeng/wisp-science/distill-concept-books@sha256:e281b1ed18f882a9The line at the top of this page pins the label git:20260809.e3f55d7, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_5huls3izcowxo4gx)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 9, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15796 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
xuzhougeng/wisp-science · 1,068 stars · license AGPL-3.0 · pushed 2026-11-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_5huls3izcowxo4gx GET https://markdownregistry.com/api/v1/resolve?ref=xuzhougeng/wisp-science/distill-concept-books GET https://markdownregistry.com/api/v1/blob/e281b1ed18f882a973c16d54466c68e16ef9ad4cdd7ea3fd9a9c90cfa8e9d2ff
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.