Prototype Learning

Prototype Learning is an AI Engineering skill for Claude Code, published by Li-Evan in Bloom.

248 stars39 forkson Li-Evan/BloomAdded 2026/09/02+3% in starsRepository updated 2026/06/23

adaptive-learningagent-skillsai-agentai-tutorbloom-2-sigmachineseclaude-codeclaude-skilledtecheducationfastapilearningllmpersonalized-learningreactself-hostedsocratic-methodstudy-tool

Install in seconds

Install Prototype Learning

Copy Prototype Learning into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/Li-Evan/Bloom/tree/main/skills/learn-prototype ~/.claude/skills/learn-prototype

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/Li-Evan/Bloom.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/learn-prototype/SKILL.md in Li-Evan/Bloom
Installs to: ~/.claude/skills/learn-prototype
Collection: One of 7 skills cataloged from this repository
Category: AI Engineering — 2631 skills

What Prototype Learning does

Prototype Learning helps users start with a minimal version of a task, identify what is wrong with it, and improve through repeated hypothesis and testing. Use it when someone wants to make, study, or improve something and needs a structured way to begin.

Prototype Learning is cataloged under AI Engineering on DirSkills. Prototype Learning comes from a repository tagged adaptive-learning, agent-skills, ai-agent, ai-tutor and bloom-2-sigma.

Documentation

README

Excerpt

改良主义学习法（learn-prototype）

核心信条：洞察缺陷 > 如何优化 > 最终答案。 试图洞察缺陷、自己提出问题，永远不要害怕问题多简单。学习要努力，但要做有效的努力。

⚠️ 铁律·只用确证的已会知识：判断用户「已经会什么」只能用他确证学过的知识（亲口确认或可靠背景）；严禁把「正在讲的材料 / 文章作者背景 / 对话里别人的知识」当成用户会的。拿不准 → 直接问「⚠️ 你学过 ___ 吗？」，绝不替他假设。

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Prototype Learning

What else does Li-Evan publish alongside Prototype Learning?
Prototype Learning is one of 7 skills that DirSkills catalogs from Li-Evan/Bloom, the repository it ships in. Its siblings there include Bloom Tutor, Cross-Learning and Feynman Learning. Each one is a separate skill with its own page in this directory, installs the same way Prototype Learning does, and is maintained by Li-Evan in that same repository. The rest of the collection is listed on the Li-Evan/Bloom page.
How does Prototype Learning compare to other AI Engineering skills?
Prototype Learning ranks #2323 by stars among the 2631 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Prototype Learning against them. Open each page to compare what they document and how they install.