tmusser/ai-engineering-skills · skills/teach-back/SKILL.md

teach-back skillA

teach-back is agent-read markdown (skill) from tmusser/ai-engineering-skills: Transfer ownership of a verified implementation by testing and repairing the human's understanding of its behavior, decisions, and failure modes without turning every task into a tutorial..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add tmusser/ai-engineering-skills/teach-back@git:20260729.b84f061
Exact content
mdr add tmusser/ai-engineering-skills/teach-back@sha256:0bd03acd4ec9d7f7

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vp6bayp7ulkvl4sw.svg)](https://markdownregistry.com/a/art_vp6bayp7ulkvl4sw)

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Versions

versioncommittedcommitsizeaudit
git:20260729.b84f061 latest2026-07-29 b84f061 5,339 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (5339 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

tmusser/ai-engineering-skills · 4 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vp6bayp7ulkvl4sw
GET https://markdownregistry.com/api/v1/resolve?ref=tmusser/ai-engineering-skills/teach-back
GET https://markdownregistry.com/api/v1/blob/0bd03acd4ec9d7f7f0d771f9e669b66ff163b3d59557c22b3f4adae08b6aafda

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.