Agent skill

Ten Step Learning

by idiotLeoLYJ in idiotLeoLYJ/Daliu-Awesome-Skills

把大刘的「十步学习法」(五视角 STORM × 费曼闭环)固化成一次性、端到端的学习流水线: 用户只给一个【主题】,skill 就从头到尾自动跑完十步(五视角 STORM → 矛盾图谱 → 综合简报 → 同行评审自检 → 资源筛选 → 学习阶梯 → 2 小时核心 20% → 考到崩溃 → 费曼循环 → 一页速查表), 最终产出一个非常详细、严格遵循 DESIGN.md 视觉的单文件学习…

No licenceAuto-check passedFrontend & Design

Install Ten Step Learning

skills CLI
$ npx skills add idiotLeoLYJ/Daliu-Awesome-Skills --skill ten-step-learning -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install idiotLeoLYJ/Daliu-Awesome-Skills ten-step-learning --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/idiotLeoLYJ/Daliu-Awesome-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ten-step-learning/skills/ten-step-learning .claude/skills/ten-step-learning && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
ten-step-learning
GitHub stars
140
Token cost
~1.4k tokens
SKILL.md length
373 words
Files
4 (incl. references, assets)
Skills in repo
8
Repo updated
First seen
Licence
None found

At a glance

把大刘的「十步学习法」(五视角 STORM × 费曼闭环)固化成一次性、端到端的学习流水线: 用户只给一个【主题】,skill 就从头到尾自动跑完十步(五视角 STORM → 矛盾图谱 → 综合简报 → 同行评审自检 → 资源筛选 → 学习阶梯 → 2 小时核心 20% → 考到崩溃 → 费曼循环 → 一页速查表), 最终产出一个非常详细、严格遵循 DESIGN.md 视觉的单文件学习…

  • Works in 3 steps: 只是一个具体事实 / 一句话就能答的问题 → 直接回答,别启动重流程。 → 要做的是 PPT / 竞品报告 / 正式文档等特定产物(而非"学习一个主题")→… → 用户明确只要十步里的某一步(如"只帮我出速查表""只跑五视角")→…
  • Tasks that involve Design tokens
  • SKILL.md covers 定位, 何时触发 / 何时不触发, 五阶段流程(严格按序) and 完成判定(交付前自检), plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Ten Step Learning is an agent skill from idiotLeoLYJ/Daliu-Awesome-Skills. 把大刘的「十步学习法」(五视角 STORM × 费曼闭环)固化成一次性、端到端的学习流水线: 用户只给一个【主题】,skill 就从头到尾自动跑完十步(五视角 STORM → 矛盾图谱 → 综合简报 → 同行评审自检 → 资源筛选 → 学习阶梯 → 2 小时核心 20% → 考到崩溃 → 费曼循环 → 一页速查表), 最终产出一个非常详细、严格遵循 DESIGN.md 视觉的单文件学习 HTML(侧边栏 12 项:总览+十步+收尾闭环, 每步展示【输入=提示词 / 输出=原始产物 / 学习结果=提炼结论】三栏)。 当用户说"用十步学习法学 X / 帮我系统学一下 X / 十倍速学 X / 用 STORM 学 X / 深度学习某主题并出学习网页 / 把某主题从零到能和专业人士对谈地学一遍 / 给我做一份 X 的完整学习资料/学习闭环/学习 HTML"等, 想对一个陌生主题做一次结构化、闭环式、可留存的深度学习时,必须使用本 skill。 它开场只问两个快问(当前水平+目标深度、角色/使用场景),之后全自动零打断;研究阶段按需走 web-access…

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files and assets (for example `references/template-guide.md` and `references/ten-step-prompts.md`).

It sits in Frontend & Design, covering Design tokens. The repository describes itself as: 大刘(公众号:爱 AI 的大刘)的自建高质量 Skills 合集.

When your agent uses it

  • Tasks that involve Design tokens

Example prompts

  • “学习一个主题”
  • “只帮我出速查表”
  • “/ten-step-learning”

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. 只是一个具体事实 / 一句话就能答的问题 → 直接回答,别启动重流程。
  2. 要做的是 PPT / 竞品报告 / 正式文档等特定产物(而非"学习一个主题")→ 交给对应 skill(guizang-ppt-skill / competitive-analysis-report / minimax-docx 等)。
  3. 用户明确只要十步里的某一步(如"只帮我出速查表""只跑五视角")→ 可只执行该步,不必强跑全程。

What it can do on your machine

Read from SKILL.md and the folder at commit 8860202. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Ten Step Learning loads about 1.4k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 173 tokens; SKILL.md has 373 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~173
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~5.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 373 words (~1,368 tokens).

“正向触发:用户想对一个陌生主题做结构化、闭环式、可留存的深度学习——"用十步学习法学 X / 系统学一下 X / 十倍速学 X / 用 STORM 学 X / 把 X 从零学到能和专业人士对谈 / 给我做一份 X 的完整学习 HTML/学习闭环"。”

— opening of SKILL.md by idiotLeoLYJ
name
ten-step-learning

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files (references, assets) in plugins/ten-step-learning/skills/ten-step-learning of idiotLeoLYJ/Daliu-Awesome-Skills.

  • SKILL.md
  • assets/template.html
  • references/template-guide.md
  • references/ten-step-prompts.md

Open the folder on GitHubat commit 8860202

Compare with similar skills

Ten Step Learning next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Ten Step Learning compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ten Step Learning this skillidiotLeoLYJ/Daliu-Awesome-Skills140—~1.4kAutomated safety check: PassNone
Figma Design System Builderwarpdotdev/warp65k2 repos~4.4kAutomated safety check: PassAGPL-3.0
Figma use_figma Plugin API Ruleswarpdotdev/warp65k4 repos~4.4kAutomated safety check: PassAGPL-3.0
MCP Developmentcoollabsio/coolify63k1 repos~949Automated safety check: PassMIT
Design SystemOhh-889/skyroc79511 repos~1.7kAutomated safety check: PassMIT
Design Dnazanwei/design-dna1.9k1 repos~2.1kAutomated safety check: PassMIT

Similar skills

  • Builds or updates a design system in Figma from a codebase in ordered phases: discovery, variables and tokens, components, theming and documentation, with checkpoints.

    65k GitHub starsUsed in 2 repos~4.4k tokens
    Frontend & DesignAuto-check passed
  • Required groundwork before any use_figma call: the rules and reference files for running JavaScript in a Figma file through the Plugin API without common failures.

    65k GitHub starsUsed in 4 repos~4.4k tokens
    Frontend & DesignAuto-check passed
  • MCP Development

    coollabsio/coolify

    A skill your agent uses for Laravel MCP development. An agent skill from coollabsio/coolify.

    63k GitHub starsUsed in 1 repo~949 tokens
    Frontend & DesignAuto-check passed
  • Design System

    Ohh-889/skyroc

    Token architecture, component specifications, and slide generation.

    795 GitHub starsUsed in 11 repos~1.7k tokens
    Frontend & DesignAuto-check passed
  • Design Dna

    zanwei/design-dna

    Extract, define, and apply design DNA across three dimensions: design system (tokens), design style (qualitative feel), and visual effects (Canvas, WebGL, 3D, particles, shaders, scroll effects…

    1.9k GitHub starsUsed in 1 repo~2.1k tokens
    Frontend & DesignAuto-check passed
  • Figma Design to Code

    warpdotdev/warp

    Turns a Figma frame or component into production code that matches the design, using the Figma MCP server and the project's own design system.

    65k GitHub starsUsed in 4 repos~2.9k tokens
    Frontend & DesignAuto-check passed

More from idiotLeoLYJ/Daliu-Awesome-Skills

All 8 skills in this repo
  • Skill Creator Cn

    idiotLeoLYJ/Daliu-Awesome-Skills

    创建、修改、改进 skill,并衡量其表现。当用户想从零做一个 skill、改进/调试已有 skill、把刚才对话里的流程"变成 skill"、或说"我想做个 skill 但不知道怎么做""帮我做个 skill"时使用。也适用于优化 skill 的触发描述、跑评测。Use when the user wants to create, edit, debug, or evaluate a…

    140 GitHub stars~2.2k tokensUpdated 29 days ago
    Auto-check passed
  • Vibe Design

    idiotLeoLYJ/Daliu-Awesome-Skills

    Vibe Coding 流水线第 4 步:视觉设计准则。design.md 是【用户提供】的网站视觉设计系统 (Google DESIGN.md / awesome-design-md 格式),本 skill 不画图、不生成视觉,而是 【承接 + 结构化 + 校验】用户提供的视觉来源,固化成标准 design.md,作为下游 vibe-prototype 出图与 vibe-implement…

    140 GitHub stars~2.3k tokensUpdated 29 days ago
    Auto-check passed
  • Vibe Implement

    idiotLeoLYJ/Daliu-Awesome-Skills

    Vibe Coding 流水线的实现阶段(流水线终点,顺序 idea → interaction → architecture → design → prototype → implement)。当 interaction.md、architecture.md、design.md、prototypes/ 已就绪,用户说"开始实现""写代码""把设计落地""进入开发""implement /…

    140 GitHub stars~2.7k tokensUpdated 29 days ago
    Auto-check passed
  • Video Downloader

    idiotLeoLYJ/Daliu-Awesome-Skills

    Download videos from Douyin, Kuaishou, Xiaohongshu, and Bilibili by sharing link.

    140 GitHub stars~475 tokensUpdated 29 days ago
    Auto-check: warnings
  • Vibe Prototype

    idiotLeoLYJ/Daliu-Awesome-Skills

    Vibe Coding 流水线第五步:依据 design.md(视觉准则)与 interaction.md,为每个页面在 Stitch 画布生成原型, 经 stitch-mcp 拉取 HTML 与截图存入 prototypes/,并与交互文档做双向对齐校验。

    140 GitHub stars~3.1k tokensUpdated 29 days ago
    Auto-check passed
  • Vibe Idea

    idiotLeoLYJ/Daliu-Awesome-Skills

    Vibe Coding 流水线第一步:你是一位顶级产品经理,善于时刻洞察各领域的核心需求. An agent skill from idiotLeoLYJ/Daliu-Awesome-Skills.

    140 GitHub stars~1.7k tokensUpdated 29 days ago
    Auto-check passed

Questions about Ten Step Learning

What does Ten Step Learning do?

把大刘的「十步学习法」(五视角 STORM × 费曼闭环)固化成一次性、端到端的学习流水线: 用户只给一个【主题】,skill 就从头到尾自动跑完十步(五视角 STORM → 矛盾图谱 → 综合简报 → 同行评审自检 → 资源筛选 → 学习阶梯 → 2 小时核心 20% → 考到崩溃 → 费曼循环 → 一页速查表), 最终产出一个非常详细、严格遵循 DESIGN.md 视觉的单文件学习…. Ten Step Learning is an agent skill from idiotLeoLYJ/Daliu-Awesome-Skills.

When should I use Ten Step Learning?

Ten Step Learning fits situations like: tasks that involve Design tokens.

How do I install Ten Step Learning in Claude Code?

Run `npx skills add idiotLeoLYJ/Daliu-Awesome-Skills --skill ten-step-learning -a claude-code`. Or copy the skill folder (plugins/ten-step-learning/skills/ten-step-learning in idiotLeoLYJ/Daliu-Awesome-Skills) into .claude/skills/ten-step-learning in your project. Claude Code loads it when a task matches its description.

How do I install Ten Step Learning in Codex?

Run `npx skills add idiotLeoLYJ/Daliu-Awesome-Skills --skill ten-step-learning -a codex`. Or copy the skill folder (plugins/ten-step-learning/skills/ten-step-learning in idiotLeoLYJ/Daliu-Awesome-Skills) into .agents/skills/ten-step-learning in your project. Codex loads it when a task matches its description.

Can I use Ten Step Learning in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add idiotLeoLYJ/Daliu-Awesome-Skills --skill ten-step-learning -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ten-step-learning, .gemini/skills/ten-step-learning, .github/skills/ten-step-learning and .opencode/skills/ten-step-learning in your project.

What does Ten Step Learning need to run?

SKILL.md names no scripts, command-line tools or credentials: Ten Step Learning is instructions for the agent only.

Does Ten Step Learning access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Ten Step Learning safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Ten Step Learning use?

No licence was found for Ten Step Learning or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Ten Step Learning use?

About 1.4k tokens (SKILL.md is roughly 5.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 4.4k tokens, read only when the agent opens those files.

What are the alternatives to Ten Step Learning?

Skills that share tags, products or a category with Ten Step Learning: Figma Design System Builder (warpdotdev/warp, 65k stars), Figma use_figma Plugin API Rules (warpdotdev/warp, 65k stars), MCP Development (coollabsio/coolify, 63k stars) and Design System (Ohh-889/skyroc, 795 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ten Step Learning?

idiotLeoLYJ (a GitHub user) maintains it in idiotLeoLYJ/Daliu-Awesome-Skills, which has 140 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 9, 2026.

Source: idiotLeoLYJ/Daliu-Awesome-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.