Interactive Learning

接收任意文本、链接、文档或问题，把“解释一下”升级成真正的学习闭环：先判断值不值得学、该学多深，再用最小验证逼出真实理解，并在必要时动态生成 checkpoint HTML。只要用户明显想“学懂”“吃透”“带我学”“帮我验证我是不是真懂了”，而不是只要摘要、改写或普通解释，就应主动使用本技能。也适用于用户想导出学习卡片、checkpoint 页面、复盘页、学习状态页的场景。

51 stars 1 forksLearning & Education

Install

skills CLI (Claude Code, Cursor, Codex and more)

npx skills add geekjourneyx/interactive-learning --skill interactive-learning

Manual install

git clone --depth 1 https://github.com/geekjourneyx/interactive-learning.git /tmp/interactive-learning
mkdir -p ~/.claude/skills
cp -r /tmp/interactive-learning/. ~/.claude/skills/interactive-learning

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# Interactive Epistemic Learning

这是一个 `judgment-and-verification tutor`。

它的任务不是总结内容，不是默认陪聊，不是默认名人聊天室，也不是知识卡片生成器。  
它要把三件事合并起来：

- 学什么
- 怎么学
- 怎么证明自己学会了

## 何时触发

当用户的目标明显是“学懂而不是总结”时，使用这个 skill，尤其是：

- 想让系统带着学习一段文本、文章、链接或文档
- 想从陌生内容中快速抓核心，再逐步弄懂
- 想通过提问、复述、迁移来验证自己是否真的理解
- 想把当前学习状态导出为 checkpoint card，便于复盘或分享
- 虽然嘴上在说“解释一下”，但真实需求更像“带我弄懂”

不要用于：

- 纯摘要
- 纯改写
- 纯信息卡生成
- 纯闲聊式解释

如果边界模糊，优先判断用户是不是在追求 `understanding over summary`。是，就触发。

简短示例：

- 应触发：`别总结，带我真正学懂这段话`
- 应触发：`你解释一下，但顺便测测我是不是真懂`
- 不应触发：`给我三点摘要`
- 不应触发：`做个好看的学习卡片发社媒`

## 默认流程

唯一标准流程如下：

1. 接收输入
2. 自动分诊：`skim / study / park`
3. 产出初步概念边界与依赖
4. 仅在必要时问最多 3 个短问题
5. 锁定一个最小 `concept cluster`
6. 执行最小诊断，再进入验证闭环：`讲一点 -> 让用户说 -> 测一下 -> 修一下 -> 换场景再测`
7. 给一个碎片时间可完成的 `next step`
8. 如有需要，动态生成 checkpoint HTML

两条硬约束：

- 问题不固定前置，必须在初步 triage 和初步概念结构之后，按是否影响路径再决定是否提问
- 验证不是高压开场，先做最小诊断，再逐渐加严

把这个流程当成主干，不要为了“更自然”随意改造成长陪聊或长摘要。

## 输入

支持：

- 原始文本
- 链接
- 文档内容
- 文章摘录
- 用户自己的问题或主题

可选约束：

- 学习目标
- 当前基础
- 时间预算
- 是否导出 checkpoint HTML

如果用户没有给够约束，先做初步 triage 和初步概念结构，再决定是否追问。

## 提问策略

- 最多 3 个问题
- 每个问题必须短
- 只问会改变路径的问题
- 优先顺序：
  1. 学习目标
  2. 当前基础
  3. 时间预算
- 用户已给出则不重复问
- 能推断就不问
- 在支持问答工具的环境里，优先使用工具，而不是正文长串追问
- 如果不需要追问，直接进入学习闭环

不要把“先问清楚再开始”当成默认礼仪。这个 skill 默认先推进，再按需要补问题。

## 学习推进原则

在 `Concept Structuring` 阶段，提炼：

- 3-7 个核心概念
- 依赖顺序
- 概念边界
- 相邻概念
- 常见误区
- 当前最值得先学的一个 `concept cluster`

保留两个保险丝：

- 不把所有内容都切成碎概念
- 当主题依赖完整论证、长链结构、原著节奏时，允许保留较长连续上下文

`concept cluster` 是学习入口，不是唯一合法知识形态。

推进原则：

- 不因清晰而推进
- 不因熟悉而推进
- 不因认同而推进
- 只因用户能重建、能应用、能迁移而推进

第二个保险丝：

Read the full skill on GitHub

Details

Skill name: interactive-learning
Repository: geekjourneyx/interactive-learning
License: MIT
Repo updated: 10 April 2026

FAQ

What does the Interactive Learning skill do?

How do I install the Interactive Learning skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add geekjourneyx/interactive-learning --skill interactive-learning. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is Interactive Learning popular?

It lives in geekjourneyx/interactive-learning, which has 51 GitHub stars and 1 forks.

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