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Practice Cognition

Practice Cognition is an agent skill (a SKILL.md file) from HughYau/qiushi-skill. 实践认识论：把方案、假说或判断放回实践中检验，按「实践 → 认识 → 再实践」螺旋迭代，并在开始前写明循环终止条件。当你提出了假说要验证、一次尝试失败要复盘再来、发现自己只想不做或只做不想时触发；一次性输出、答案可直接查阅、还没形成假说（先调查）时不触发。 English: Practice-cognition loop. It works with Claude Code, Codex, Cursor and OpenCode and has 3,830 GitHub stars across a repository of 3 listed skills.

github.com/HughYau/qiushi-skill/skills/practice-cognition (opens in a new tab)

Data as of from the GitHub API; description from the skill's SKILL.md. Report an error

View on GitHub (opens in a new tab)

Add this skill

Claude

This repository is a Claude Code plugin marketplace. In Claude Code:

/plugin marketplace add HughYau/qiushi-skill
/plugin install qiushi-skill@qiushi-skill

In the Claude apps, zip the practice-cognition folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).

ChatGPT / Codex

Codex reads skills from .agents/skills/ in a repo or ~/.agents/skills/ for every project:

git clone --depth 1 https://github.com/HughYau/qiushi-skill.git
cp -r qiushi-skill/skills/practice-cognition .agents/skills/practice-cognition   # repo; ~/.agents/skills for all projects

Standalone skills also load in the ChatGPT desktop app.

Cursor

Cursor loads skills from .cursor/skills/ (or ~/.cursor/skills/) and also reads .claude/skills/:

git clone --depth 1 https://github.com/HughYau/qiushi-skill.git
cp -r qiushi-skill/skills/practice-cognition .cursor/skills/practice-cognition   # project; ~/.cursor/skills for all projects

Source (checked Oct 7, 2026): code.claude.com/docs/en/skills (opens in a new tab), code.claude.com/docs/en/plugin-marketplaces (opens in a new tab), support.claude.com/en/articles/12512180-using-skills-in-claude (opens in a new tab), learn.chatgpt.com/docs/build-skills (opens in a new tab), cursor.com/docs/context/skills (opens in a new tab)

What this skill does

实践认识论：把方案、假说或判断放回实践中检验，按「实践 → 认识 → 再实践」螺旋迭代，并在开始前写明循环终止条件。当你提出了假说要验证、一次尝试失败要复盘再来、发现自己只想不做或只做不想时触发；一次性输出、答案可直接查阅、还没形成假说（先调查）时不触发。 English: Practice-cognition loop. Test a hypothesis or plan in practice, learn from the result, and iterate in a rising spiral with an explicit stop condition.

When it triggers

  • Trigger when a plan needs validation, an attempt failed and must be retried, or you notice thinking without doing (or doing without thinking); skip for one-shot outputs, lookup questions, or before any hypothesis exists.

More skills in HughYau/qiushi-skill

3 skills are listed from this repository.

Similar skills

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All Testing & QA

FAQ

Practice Cognition FAQ

Still curious? Email info@appsgit.com.

How do I install the Practice Cognition skill?

In Claude Code, run /plugin marketplace add HughYau/qiushi-skill and then /plugin install qiushi-skill@qiushi-skill. For Codex or Cursor, copy the practice-cognition folder into .agents/skills/ or .cursor/skills/.

Is the Practice Cognition skill free?

Yes. The repository is open source under the MIT license.

Is Practice Cognition maintained?

The repository's most recent commit was on Oct 1, 2026. appsgit only lists skills from repositories with a commit in the last six months.