ljg-structure SKILL.md skillA
ljg-structure from lijigang/ljg-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lijigang/ljg-skills/ljg-structure@git:20261026.a6b1118Pins git:20261026.a6b1118 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lijigang/ljg-skills
- Path
skills/ljg-structure/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261026.a6b1118, committed Oct 26, 2026
- First version recorded
- Jul 16, 2026
- Size
- 8,911 bytes
- Repository stars
- 7,668
- License
- MIT
找出一段信息中母题级别的结构，把抽象关系展开回具体可见的现象，再用风洞检验关键因果与边界。USE WHEN user says '找结构', '母题是什么', '结构风洞', '背后的结构', '不要只做AB测试', or wants the generative mechanism beneath a problem. 仅当用户明确要求时展开跨域来源或多母题组合。NOT FOR 普通摘要、单个类比、事实查询或已有明确唯一解的执行题。.
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
# 母题结构风洞 输入一段信息，穿过表象找到它反复上演的母题，再把真正起作用的几根结构画清楚，送进风洞校准。默认结果要轻：读者带走一个说得明白的母题、一张能运行的关系图、一个既能迁移又会改口的结论。 ## 四个概念，不能混 - **主题**：信息在谈什么对象，如「团队讨论」「AI 注意力」。它只圈定语义范围。 - **母题**：不同领域反复遭遇的同一类根本困境。它不是把原题换成更大的抽象词，而是用更普通的话保留那条可迁移的关系。 - **类比**：两个案例看起来相像，如「团队像陪审团」。它只是发现入口。 - **结构**：删掉领域名词后仍成立的因果骨架。它说明什么关系会生成什么结果。 一句话：主题是名字，母题是难题，类比是线索，结构是因果机器。 ## 理解契约 结构分析不是让读者记住一组抽象名词，而是让他能在心里把关系跑一遍。完成的解读必须做到： - **概念明确**：每个承重概念都能用普通话说明「这里具体指什么」，并给出一个可见标志。 - **关系明确**：读者能复述「在什么条件下，谁怎样影响谁，先出现什么变化，最后得到什么结果」。 - **示例承载关系**：例子不只让人觉得相似；其中的角色、作用方向和结果都能对应抽象关系。 - **边界可以判断**：条件变化时，读者能预判关系会怎样变化，也知道什么观察会迫使自己修改判断。 案例负责让模型运行，不负责证明模型普遍为真；风洞负责在内部改变条件、寻找边界和校准判断，最终只把有信息量的试压结果交给结论。 ### 风洞如何进入结论 - **风洞是内部方法**：沿用同一个示例，改变一个关键条件，观察预测怎样变化，并找出模型何时失效、什么信号会让判断改口。它不再单列为可见章节。 - **结论是校准后的交付物**：先呈现同一示例在条件变化后的关键差异，给读者具体抓手；再把差异压成一条可迁移的抽象规则，回到原现象说明现在应该看见什么。 风洞的完整推演留在内部，结论只带出最能区分模型的条件变化、边界或改口信号。它们与抽象规则必须形成递进，而不是把同一因果链说两遍。 ## 适用边界 适合：问题机制不明、现成方案贫乏、多个现象彼此牵动，或需要超出普通 AB 测试的探索。 不适合：纯事实查询、只有一个确定步骤的执行题、输入中没有可识别的困境。医疗、法律、安全等高风险领域可以借结构生成假设，但不能用类比代替本领域证据。 ## Workflow Routing | Workflow | Trigger | File | |---|---|---| | **FindStructure** | 从信息中找母题、结构关系与风洞实验 | `Workflows/FindStructure.md` | ## Gotchas …
Read the whole file at its exact version.
How to install
mdr add lijigang/ljg-skills/ljg-structure@sha256:6601b544a2d74013The line at the top of this page pins the label git:20261026.a6b1118, 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_htvf5wq627qpyb7z)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jul 16, 2026 and Oct 26, 2026, about one every 34 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261026.a6b1118 latest | 2026-10-26 | a6b1118 | 8,911 B | A | view · diff |
| git:20260814.9ac0a83 | 2026-08-14 | 9ac0a83 | 8,912 B | A | view · diff |
| git:20260724.0e78094 | 2026-07-24 | 0e78094 | 8,920 B | A | view · diff |
| git:20260716.047a88d | 2026-07-16 | 047a88d | 5,084 B | A | view |
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 (8911 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
lijigang/ljg-skills · 7,668 stars · license MIT · pushed 2026-11-02 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_htvf5wq627qpyb7z GET https://markdownregistry.com/api/v1/resolve?ref=lijigang/ljg-skills/ljg-structure GET https://markdownregistry.com/api/v1/blob/6601b544a2d7401323e4b9edfa1cce189da8ad1c29b36ba2311b82a56dc21829
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.