AGENTS.mdA

AGENTS.md from cluster1900/ai-engineering-from-scratch-zh is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add cluster1900/ai-engineering-from-scratch-zh/AGENTS.md@git:20261018.f96698e

Pins git:20261018.f96698e in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
cluster1900/ai-engineering-from-scratch-zh
Path
AGENTS.md
Versions recorded
6
Latest version
git:20261018.f96698e, committed Oct 18, 2026
First version recorded
May 31, 2026
Size
10,774 bytes
Repository stars
14
License
MIT

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

# AGENTS.md

供接触本 repo 的贡献者和 AI agents 使用的操作手册。打开 PR 前请先阅读。

本 repo 是一套课程,而不是 SaaS app。课程就是产品。下面每条规则都是为了让 542 节课长期保持一致。

---

## 理念

542 lessons. 20 phases.(542 节课。20 个 phase。)每个算法都先从原始数学出发构建,然后才导入任何 framework。你会在 Python、TypeScript、Rust 或 Julia 中手写 backprop、Tokenizer、Attention 机制和 agent loop。然后你再用生产级 library 运行同一操作,让 framework 不再是黑箱。“Build It / Use It” 的分离是主线。每节课都会交付一个可复用 artifact,可接入你的日常工作流。

---

## Repo layout

```
phases/
  NN-phase-slug/
    NN-lesson-slug/
      docs/en.md              # 课程讲解
      code/                   # 实现 + tests
      quiz.json               # 6 个问题
      outputs/                # 可复用 artifact(skill / prompt / agent / MCP server)
README.md                     # 公开入口;课程数量自动同步
ROADMAP.md                    # phase/lesson 状态
glossary/terms.md             # 规范术语定义
site/
  build.js                    # 解析 README + ROADMAP + glossary -> data.js
  data.js                     # 生成文件;main push 时由 CI 重建
scripts/                      # 自动化
.github/workflows/
  curriculum.yml              # invariant + 自动同步 workflow
```

---

## 硬性规则

1. **每个 lesson directory 一个 commit。** 永远不要把多节课合并到一个 commit。一个 10-lesson PR 应该有 10 个 commits。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add cluster1900/ai-engineering-from-scratch-zh/AGENTS.md@sha256:cc69119e76aff17b

The line at the top of this page pins the label git:20261018.f96698e, 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_dvvhmzctlmhvdbq4.svg)](https://markdownregistry.com/a/art_dvvhmzctlmhvdbq4)

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

Versions

The registry has recorded 6 versions of this file, between May 31, 2026 and Oct 18, 2026, about one every 28 days.

versioncommittedcommitsizeaudit
git:20261018.f96698e latest2026-10-18 f96698e 10,774 BA view · diff
git:20261018.01856b62026-10-18 01856b6 10,774 BA view · diff
git:20261008.c74aa9d2026-10-08 c74aa9d 10,774 BA view · diff
git:20260625.60746402026-06-25 6074640 10,745 BA view · diff
git:20260624.f51a3eb2026-06-24 f51a3eb 9,187 BA view · diff
git:20260531.731a75c2026-05-31 731a75c 8,895 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (10774 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_dvvhmzctlmhvdbq4
GET https://markdownregistry.com/api/v1/resolve?ref=cluster1900/ai-engineering-from-scratch-zh/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/cc69119e76aff17bad38279e6be20ca9218d9d34454d7b4f120d3cde5a561d9c

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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