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Updated 5mo ago

by Renhuai123

world-model-method

世界模型工作法 / World-Model Method — 让 AI「规划出」答案而不是「顺嘴生成」：目标→建模→预测后果→搜索规划→再渲染。把 LeCun 的世界模型/自主智能思路做成可复用的 Claude Skill。

Works with
  • Claude
View on GitHub (opens in a new tab)

50 GitHub stars (50)

+2 in 30 days

Stars gained per day · daily snapshots since Sep 30
Stars gained per day, Sep 30 to Nov 5: +2 in total; the busiest day was Oct 26 with +1 stars.Oct 1: 0 starsOct 2: 0 starsOct 3: 0 starsOct 4: 0 starsOct 5: 0 starsOct 6: 0 starsOct 7: 0 starsOct 8: 0 starsOct 9: 0 starsOct 10: 0 starsOct 11: 0 starsOct 12: 0 starsOct 13: 0 starsOct 14: 0 starsOct 15: 0 starsOct 16: 0 starsOct 17: 0 starsOct 18: 0 starsOct 19: 0 starsOct 20: 0 starsOct 21: 0 starsOct 22: 0 starsOct 23: 0 starsOct 24: 0 starsOct 25: 0 starsOct 26: +1 starsOct 27: 0 starsOct 28: 0 starsOct 29: 0 starsOct 30: 0 starsOct 31: 0 starsNov 1: 0 starsNov 2: +1 starsNov 3: 0 starsNov 4: 0 starsNov 5: 0 stars
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  • 1 skill (1 skills found in its SKILL.md files)
  • 8 forks (8 forks)
  • 5mo ago last update (Last updated 5mo ago)

Install

Skills CLI

npx skills add Renhuai123/world-model-method

Asks which agents to install it for. Add -g to install it for every project.

Claude Code

git clone https://github.com/Renhuai123/world-model-methodcp -r "world-model-method" ~/.claude/skills/world-model-method

Copies the world-model-method skill into ~/.claude/skills/ for every project (use .claude/skills/ for one project).

Plugin

/plugin marketplace add Renhuai123/world-model-method

Run inside Claude Code if the repository ships a plugin marketplace, then pick plugins from /plugin.

Skills can run code on your machine — read the SKILL.md first.

What it does

In the author's own words, from each skill's SKILL.md.

  • world-model-method

    A general-purpose working mode that makes the assistant produce output the "world-model way" — define an explicit goal and cost, build an abstract model of the situation, predict the consequences of several candidate approaches, search/optimize for the best full plan, and only then render the concrete output — instead of generating it token-by-token off the top. This operationalizes Yann LeCun's…

    SKILL.md on GitHub (opens in a new tab)

Review before you install

A skill is a set of instructions and scripts your agent will follow, and it can run code on your machine. Read the SKILL.md and any scripts first — this listing is not a security review.