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Agent Skills · 橙皮书系列 · Claude Code Skills 系统完全指南

Обзор

From concept to practice, from installation to creation — the complete guide to AI skill systems. is the open standard (agentskills.io) that lets you teach AI how you work. Instead of repeating instructions every conversation, you write a SKILL.md file once and your AI assistant remembers your workflow, preferences, and quality standards forever. This book covers everything: what Skills are, how they work under the hood, where to find them, how to install and use them, how to create your own, and 6 advanced design patterns — including the thought-distillation pattern that emerged in 2026. — What Skills are, why a Markdown file can change AI behavior, the three LLM properties that make Skills work. — The Skills ecosystem (7 platforms compared), installing your first Skill, triggering and chaining Skills in real workflows.

README

Agent Skills: The Complete Guide

From concept to practice, from installation to creation — the complete guide to AI skill systems.

Agent Skills is the open standard (agentskills.io) that lets you teach AI how you work. Instead of repeating instructions every conversation, you write a SKILL.md file once and your AI assistant remembers your workflow, preferences, and quality standards forever.

This book covers everything: what Skills are, how they work under the hood, where to find them, how to install and use them, how to create your own, and 6 advanced design patterns — including the thought-distillation pattern that emerged in 2026.

Download

Edition PDF
English Agent-Skills-The-Complete-Guide-v260411.pdf
Chinese (中文) Agent-Skills-橙皮书-v260411.pdf

Preview

What’s Inside

Concept (Ch 1-3) — What Skills are, why a Markdown file can change AI behavior, the three LLM properties that make Skills work.

Practice (Ch 4-6) — The Skills ecosystem (7 platforms compared), installing your first Skill, triggering and chaining Skills in real workflows.

Create (Ch 7-9) — Building Skills from scratch, the official skill-creator tool (Create/Eval/Improve/Benchmark modes), and 6 design patterns: Checklist, Options, Pipeline, Integration, Swarm, and Distillation.

Future (Ch 10) — Skills as team knowledge, the Skills economy, the Distillation Universe phenomenon, and Agents creating their own Skills.

Appendix — Recommended Skills list, SKILL.md templates, the author’s 27 Skills index, useful links, and glossary.

About the Author

Huashu — AI Native Coder, independent developer, and AI content creator with 300K+ followers. Creator of Cat Ring Light (App Store paid chart #1) and the “AI Coding Orange Book” series. Built 27 production Skills and open-sourced Nuwa.skill (1,000+ GitHub stars in 2 days).

Orange Book Series

This is the fourth book in the AI Coding Orange Book series:

  1. Claude Code: From Beginner to Master — hands-on starter guide
  2. Claude Code: Source Code Deep Dive — architecture analysis
  3. Harness Engineering — methodology
  4. Agent Skills — this book
  5. OpenClaw — building your own AI
  6. Polymarket Guide — prediction markets

License

This book is provided free of charge for personal and educational use. Do not redistribute for commercial purposes without permission.

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