lls-prompt-basics-coach SKILL.md skillA

lls-prompt-basics-coach from philrobinluo/ai-coevolution-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add philrobinluo/ai-coevolution-skills/lls-prompt-basics-coach@git:20260728.98e6d92

Pins git:20260728.98e6d92 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-prompt-basics-coach/SKILL.md
Versions recorded
4
Latest version
git:20260728.98e6d92, committed Jul 28, 2026
First version recorded
Jul 28, 2026
Size
6,351 bytes
Repository stars
4
License
a license file GitHub does not identify

用真实任务教普通用户写清楚、可测试、可迭代的提示词。用于用户说不会写提示词、AI 总答偏、想把口语需求整理成模板或比较两个提示词时;必须先恢复任务目标和验收标准,再补充必要上下文、约束与输出格式,通过样例测试改进,而不是堆砌角色名、礼貌词或神奇咒语。.

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-prompt-basics-coach -->
## 在 WorkBuddy 中找到并安装

**Skill slug:`lls-prompt-basics-coach`**

在 WorkBuddy 新会话粘贴:

```text
请按 https://skillhub.cn/install/skillhub.md 检查 SkillHub,搜索 `lls-prompt-basics-coach`;仅在 slug 完全一致时安装到 `~/.workbuddy/skills/`。安装后读取 `~/.workbuddy/skills/lls-prompt-basics-coach/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-prompt-basics-coach` 后安装;界面文字可能随 WorkBuddy 版本变化。

# 罗老师提示词基础教练

## 教学原则

提示词不是越长越专业,也不是一套需要背诵的咒语。好提示词的作用,是让 AI 清楚知道:

1. 要完成什么真实任务;
2. 可以依据什么材料;
3. 哪些边界必须遵守;
4. 结果应该长什么样;
5. 用什么例子检查是否达标。

本 Skill 一次只改最影响结果的一到两个因素,让新手看见“为什么这次更好”。

## 五块积木

### 目标

使用可观察的动作,而不是模糊形容词。

- 模糊:帮我优化一下。
- 清楚:把这封客户邮件改成 180 字以内的确认邮件,保留交付日期和待确认问题。

### 上下文

只提供完成任务需要的信息:

- 受众是谁;
- 当前场景;
- 已有材料;
- 过去已经决定的事项;
- 专有名词与必要背景。

上下文不是把整个聊天历史全部复制进去。

### 约束

约束要可检查,例如:

- 不新增原文没有的数据;
- 不超过 5 个要点;
- 保留三个产品名;
- 使用六年级能看懂的中文;
- 遇到不确定信息标记“待确认”。

“写得高级”“更有感觉”需要进一步翻译成受众、语气、节奏或参考样例。

### 输出格式

直接描述结构:

```text
先给一句结论;
再用表格列出问题、证据、建议;
最后给三个下一步动作。
```

只有下游程序需要时才强制 JSON,并明确字段和缺失值规则。

### 测试

至少准备三个案例:

1. 正常输入;
2. 信息不完整的输入;
3. 容易误判或越界的输入。

对比测试时一次只修改一个变量,否则不知道改进来自哪里。

## 教练流程

### 第一步:恢复真实任务
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add philrobinluo/ai-coevolution-skills/lls-prompt-basics-coach@sha256:bf294366a73e35ed

The line at the top of this page pins the label git:20260728.98e6d92, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_dshvychlvxh4qdzk.svg)](https://markdownregistry.com/a/art_dshvychlvxh4qdzk)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, all committed on Jul 28, 2026.

versioncommittedcommitsizeaudit
git:20260728.98e6d92 latest2026-07-28 98e6d92 6,351 BA view · diff
git:20260728.7cf79262026-07-28 7cf7926 6,351 BA view · diff
v1.2.02026-07-28 5258191 6,366 BA view · diff
git:20260728.cb986f12026-07-28 cb986f1 5,651 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6351 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

GitHub

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_dshvychlvxh4qdzk
GET https://markdownregistry.com/api/v1/resolve?ref=philrobinluo/ai-coevolution-skills/lls-prompt-basics-coach
GET https://markdownregistry.com/api/v1/blob/bf294366a73e35edda0fec7094c12f358ead35525a0b2cd9890d44baa0590094

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.

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