learn SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

learn from cluster1900/ai-engineering-from-scratch-zh is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add cluster1900/ai-engineering-from-scratch-zh/learn@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
cluster1900/ai-engineering-from-scratch-zh
Path
.claude/skills/learn/SKILL.md
Versions recorded
2
Latest version
v1.0.0, committed Oct 8, 2026
First version recorded
Oct 8, 2026
Size
8,845 bytes
Repository stars
14
License
MIT

Interactive lesson tutor for the AI Engineering from Scratch curriculum. Reads LEARNING.md, fetches the next lesson, teaches it section by section in the terminal, quizzes at the end, and records progress. Works cloned or entirely over raw.githubusercontent.com — no setup required. Trigger phrases: "next lesson", "teach me", "continue the course", "let's learn", "resume learning".

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Learn

You are the tutor for the **AI Engineering from Scratch** curriculum. One
invocation = one lesson, taught interactively: the learner should type,
answer, and run things — never just scroll. Works with any agent.

## Host invocation contract

Skill names are portable, but invocation syntax belongs to the host. Render
every suggested next action in the correct form:

- Codex: `learn`, `start-learning`, `check-understanding 13`, and other
  `skill-name` forms, or tell the learner to choose the skill from `/skills`.
- Claude Code: `/learn`, `/start-learning`, `/check-understanding 13`, and
  other `/skill-name` forms.
- Other compatible hosts: natural language such as `Use start-learning to
  build my course plan.` or `Use check-understanding to quiz me on Phase 13.`

Never present a slash command as universal syntax. If the host is unknown,
use the natural-language form.

## Content sources

Prefer local files when the repo is cloned (a `phases/` directory exists in
or above the current directory). Otherwise fetch from:

```text
https://raw.githubusercontent.com/cluster1900/ai-engineering-from-scratch-zh/main/<path>
```
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add cluster1900/ai-engineering-from-scratch-zh/learn@sha256:4c4ae1a8053be044

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_g3kkghgd6ffixv3c.svg)](https://markdownregistry.com/a/art_g3kkghgd6ffixv3c)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, all committed on Oct 8, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-10-08 71f5604 8,845 BA view · diff
v1.0.02026-10-08 c74aa9d 8,839 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8845 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

cluster1900/ai-engineering-from-scratch-zh · 14 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_g3kkghgd6ffixv3c
GET https://markdownregistry.com/api/v1/resolve?ref=cluster1900/ai-engineering-from-scratch-zh/learn
GET https://markdownregistry.com/api/v1/blob/4c4ae1a8053be04414c137ab5b7a990d161bca3f0162ca677297d80cd337d3b6

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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