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Skill Evolution

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chuwu57
skill-evolution

初五的Skill进化与维护Skill。依据知识库积累和真实任务反馈,诊断、深化、精简并验证已有Skill。用于明确要求Skill进化、知识与Skill衔接、能力维护或反馈修复;默认聚焦公关Skill,用户指定范围优先。不自动新增Skill、搜索安装外部Skill、扩展到内容制作或运行Follow Loop。

Overview

Publisherchuwu57
RepositoryChuwu-PR-OS
Skill nameskill-evolution
Stars
84
Forks
11
Bundled files
3
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 3 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by chuwu57 on GitHub. Read the source before you install it.

Installation

Install the Skill Evolution AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/chuwu57/Chuwu-PR-OS/tree/main/PROS-05/Skills/Knowledge-Intelligence/skill-evolution
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/chuwu57/Chuwu-PR-OS.git /tmp/Chuwu-PR-OS
mkdir -p .claude/skills
cp -r /tmp/Chuwu-PR-OS/PROS-05/Skills/Knowledge-Intelligence/skill-evolution .claude/skills/skill-evolution
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Skill Evolution in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Skill Evolution on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Skill Evolution is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Skill Evolution

归属说明:本Skill由初五维护,属于初五的个人Skill体系。专业依据来自知识库;维护方法来自初五对知识深化与能力转化的任务定义。

目的与入口

让已有Skill在适用场景、证据判断、例外处理和执行效率上变得更成熟。评价对象是实际任务能力;Skill数量、正文长度、链接数量和改动数量均不是成绩。

知识库根目录由使用者明确指定为PR_KNOWLEDGE_ROOT;它必须指向获授权维护的知识库,不能默认为本合集安装目录。先按接入条件核对知识库规则、Skills/registry.yml与Skill进化任务合同。跨工作目录也从该根目录解析知识路径。

默认范围为注册表中Skills/PR/的已有Skill,包括新闻通稿这一PR专业执行能力;视觉、视频、个人内容制作和独立研究Skill不自动加入。用户指定范围优先。首次运行检查当前积累,后续复用已有运行记录,再读发生变化或尚未解决的相关材料。

怎样开始一轮

先看范围内Skill入口、知识调用入口、来源Workflow和实际Feedback/Test-Cases。没有反馈就标明缺口,不补造用户纠正;文件有改动也不等于存在能力问题。

按当前问题经知识库检索工具定位上游知识,只读取会改变诊断的材料。Follow Loop的Radar和运行记录是增量线索,不能自动升级为稳定原则;回到对应知识判断、Evidence与适用边界。无需重新运行Follow Loop或遍历其原始语料。

将证据支持的候选写成进化任务记录:当前问题、知识/反馈依据、预期能力变化、最小落点、验证方法和处置。区分已观察失败、静态连接缺口与待验证假设。优先处理会改变判断、反复返工或制造冲突的问题;允许只有保留或观察项的一轮。

怎样改、怎样验证

  • 专业认识进入Domain;输入输出与决策条件进入Workflow;检索触发、工具适配与执行遗漏进入Skill。已有知识能按需调用时补入口,不复制专业全文。
  • 没有证据支持改动时保留旧版。精简须说明原规则的作用由哪里承接,并用反例检查是否失守。
  • 修改前保存实际工作树中的目标文件、依赖及版本指纹;不得以Git HEAD代替已有未提交版本。写入前复核文件未被其他任务修改。
  • 验证使用任务合同确定的可观察结果。结构检查、受控模拟、真实任务、独立验证分别记录;有限测试只能支持有限结论。参照验证说明准备未提示预期答案的测试输入。
  • 当前任务已授权维护时,完成有依据的小范围修正、验证和记录,不为每个阶段重新确认。知识库边界、案例入库及外部操作沿用用户已有授权;本Skill不扩大权限。

交付与后续使用

每轮交付范围覆盖表与有实质内容的进化任务记录:说明改了什么、保留什么、什么尚待验证,附来源、差异和测试证据。用户产物放当前任务outputs/;可复现回归进入目标Skill的Test-Cases/,真实维护反馈进入Feedback.md。需要跨轮追踪的过程保存在Projects/Skill-Evolution/,不把过程写入知识入口或另造知识总库。

按使用者知识库的注册/索引合同同步确实受影响的登记;运行其现有知识库检查,区分既有问题与本轮问题。Skill真实维护任务完成可登记本Skill的执行记录,但不能据此把所有被审阅Skill升级为真实业务验证或稳定能力。

日常业务调用目标Skill不会自动启动本Skill。下一轮只在用户调用时运行;本Skill自身的修正接受同样的证据和验证要求,不能自行放宽验收来宣称进化成功。

分发版路径与运行条件

先读取依赖说明。本Skill由初五维护;本副本为PROS 05。references/、assets/和scripts/相对本Skill目录解析;Domains/、Skills/前缀从合集根目录解析。包内Markdown链接相对所在文件解析。未附带的个人案例、文献底稿、状态与来源配置只能由使用者提供,不能声称已读取。

本项需要使用者知识库接入;先读知识库接入合同。未接入时仅完成缺口盘点和可完成的只读建议,不运行依赖完整知识库的写回与验收。

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Skill Evolution AI skill do?

初五的Skill进化与维护Skill。依据知识库积累和真实任务反馈,诊断、深化、精简并验证已有Skill。用于明确要求Skill进化、知识与Skill衔接、能力维护或反馈修复;默认聚焦公关Skill,用户指定范围优先。不自动新增Skill、搜索安装外部Skill、扩展到内容制作或运行Follow Loop。

Why use Skill Evolution on TypingMind?

Because you install it once and use it with any model. Skill Evolution is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Skill Evolution in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/chuwu57/Chuwu-PR-OS/tree/main/PROS-05/Skills/Knowledge-Intelligence/skill-evolution. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Skill Evolution?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Skill Evolution?

As many as you like. As long as a model supports skills, you can use Skill Evolution with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Skill Evolution AI skill free?

Yes. It is published on GitHub by chuwu57 under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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