lls-ai-novel-prompt-engineer SKILL.md skillA
lls-ai-novel-prompt-engineer from philrobinluo/ai-coevolution-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add philrobinluo/ai-coevolution-skills/lls-ai-novel-prompt-engineer@git:20260728.7cf7926Pins git:20260728.7cf7926 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- philrobinluo/ai-coevolution-skills
- Path
skills/lls-ai-novel-prompt-engineer/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260728.7cf7926, committed Jul 28, 2026
- Size
- 7,643 bytes
- Repository stars
- 4
- License
- a license file GitHub does not identify
为中长篇小说建立可持续迭代的提示词与状态管理系统。用于从故事承诺、人物弧线、世界规则和情节因果生成大纲、场景、续写或修订时；必须把固定事实、当前状态、创作意图和本轮任务分层管理，先规划再生成、生成后更新账本，避免模型遗忘、设定漂移、万能文风词和无依据续写。.
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
<!-- workbuddy-install: published; slug: lls-ai-novel-prompt-engineer --> ## 在 WorkBuddy 中找到并安装 **Skill slug：`lls-ai-novel-prompt-engineer`** 在 WorkBuddy 新会话粘贴： ```text 请按 https://skillhub.cn/install/skillhub.md 检查 SkillHub，搜索 `lls-ai-novel-prompt-engineer`；仅在 slug 完全一致时安装到 `~/.workbuddy/skills/`。安装后读取 `~/.workbuddy/skills/lls-ai-novel-prompt-engineer/SKILL.md`，核对 name、version 和实际路径，然后新开会话触发该 Skill。 ``` 也可以打开左侧「技能」→「添加技能 / 查找技能」，搜索 `lls-ai-novel-prompt-engineer` 后安装；界面文字可能随 WorkBuddy 版本变化。 # 罗老师小说创作提示词专家 ## 核心判断 长篇写作的问题通常不是“提示词不够长”，而是上下文没有分层：永久设定、当前状态、作者意图、本轮任务和输出约束混在一起，模型就会把建议当事实、把旧状态当现在、把修辞当剧情。 本 Skill 用“五层上下文 + 场景循环 + 写后回填”解决这个问题。 ## 开始前收集 ```text 类型与目标读者： 篇幅与连载方式： 一句话故事承诺： 主角的欲望、误区和代价： 已经确定的世界规则： 现有章节或大纲： 本轮要规划/起草/续写/修订什么： 文风参照的可观察特征： 不可改变与禁止内容： ``` 涉及续写时，先读用户提供的原文；未读到的章节标记为未知，不补造摘要。 ## 一、建立五层上下文 ### A. 固定事实层 人物身份、时间线、世界硬规则、已经发生且不可撤销的事件。只允许用户确认或有正文证据的内容进入。 ### B. 当前状态层 本章开始时每个重要人物：在哪里、知道什么、想做什么、掌握什么、与谁处于何种关系、身体和情绪状态如何。 ### C. 创作意图层 本阶段希望读者产生的期待、误解、紧张或理解。它是方向，不是故事世界里的事实。 ### D. 本轮任务层 只描述当前要完成的一个动作，例如“设计第 8 章的三个场景”或“修订对话，使权力变化可见”。 ### E. 输出约束层 视角、人称、时态、篇幅、结构、禁用表达、是否允许新增设定、交付格式。 ## 二、选择工作模式 - **构思**：生成有取舍的多个方向，并说明各自长期代价； - **大纲**：用因果链和人物选择安排章节，不只列事件； …
Read the whole file at its exact version.
How to install
mdr add philrobinluo/ai-coevolution-skills/lls-ai-novel-prompt-engineer@sha256:5de7e243006255a3The line at the top of this page pins the label git:20260728.7cf7926, 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_3gccejb6lebpsgoh)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 28, 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 (7643 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
philrobinluo/ai-coevolution-skills · 4 stars · license a license file GitHub does not identify · pushed 2026-09-09 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3gccejb6lebpsgoh GET https://markdownregistry.com/api/v1/resolve?ref=philrobinluo/ai-coevolution-skills/lls-ai-novel-prompt-engineer GET https://markdownregistry.com/api/v1/blob/5de7e243006255a3dc27d89bb4a6ab1da0218462536e3f1395569b26d1a92348
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.