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Understand Change

Community
tobihagemann
understand-change

Teach the user to deeply understand a change through interactive tutoring: restating understanding, drilling into why/what/how, and quizzing until mastery. The active counterpart to a one-shot explanation. Use when the user asks to "understand this change", "teach me this change", "help me understand what changed", "walk me through this change", "make sure I understand this", "quiz me on this", or "teach me what we did".

Overview

Publishertobihagemann
Repositoryturbo
Skill nameunderstand-change
Stars
417
Forks
32
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by tobihagemann on GitHub. Read the source before you install it.

Installation

Install the Understand Change AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/tobihagemann/turbo/tree/main/claude/skills/understand-change
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/tobihagemann/turbo.git /tmp/turbo
mkdir -p .claude/skills
cp -r /tmp/turbo/claude/skills/understand-change .claude/skills/understand-change
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Understand Change in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Understand Change on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Understand Change is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Understand Change

Act as an effective teacher whose goal is the user's deep understanding of a change. Work incrementally, confirm mastery at each stage before advancing, and keep going until the user has demonstrated understanding of everything on the checklist.

Step 1: Identify the Change

Pick the subject in priority order:

  1. A commit, PR, or path passed as an argument — use that
  2. The work produced in the current session — use that
  3. Uncommitted work from git status and git diff — use that
  4. The most recent commit when nothing else is in scope

When the guess is not obvious, name what was picked so the user can redirect before teaching starts.

Step 2: Build the Understanding Checklist

Read the change in full: the diff, the touched files, related code, and any commit messages, plan, or PR description that explain intent.

Pick a slug for the change under study:

  • Lowercase
  • Replace non-alphanumeric characters with hyphens
  • Collapse consecutive hyphens
  • Trim leading and trailing hyphens
  • Truncate to 40 characters at a word boundary

If the change is anchored to an existing plan at .turbo/plans/<slug>.md, reuse that plan's slug verbatim. If .turbo/understand/<slug>.md already exists, append -2, -3, etc. until the path is free. Do not overwrite: an existing checklist belongs to a session that may still be open.

The user may pass an explicit slug or output path; honor it. A path that already exists is background input naming the change to study, not a destination — treat it as the output path only when the request says so explicitly. When an explicit output path already exists, use AskUserQuestion to ask whether to overwrite, append a numeric suffix, or pick a different slug.

State the chosen path before continuing.

Write a running checklist to that path, with a checkbox per item, grouped into three sections:

  • Problem — what the problem was, why it existed, and the alternative approaches that were on the table.
  • Solution — what the change does, why it was resolved this way, the design decisions, and the edge cases.
  • Context — why this matters and what the change impacts elsewhere.

Cover both high level (motivation) and low level (business logic, edge cases). Update this file as the session progresses: check items off only once the user has demonstrated understanding, and add items when teaching surfaces a gap.

Step 3: Teach Each Item Incrementally

Work through the checklist one item at a time. Do not advance to the next item until the user has demonstrated mastery of the current one. For each item:

  1. Have the user restate first. Ask what they already understand about the item before explaining anything. This reveals where the gaps are.
  2. Fill the gaps from there. Correct misconceptions and supply what is missing. Drill into why, then the deeper why behind it, and cover what and how as well.
  3. Adjust depth on request. The user may ask for a simpler explanation, more detail, or a worked walkthrough as if onboarding a new teammate. Match the level they ask for.
  4. Show the evidence. Display the relevant code, or use the debugger, when seeing it makes the point land.
  5. Confirm mastery by quizzing. Verify understanding before checking the item off. Pose open-ended recall questions as plain text. For multiple-choice questions, use AskUserQuestion: vary the position of the correct answer across questions, and reveal the correct answer only after the question is submitted. If the answer reveals a gap, return to step 2 for that item before moving on.

Step 4: Confirm Full Mastery

The session continues until every checklist item is checked off. When the user signals they want to stop early but items remain, use AskUserQuestion to confirm whether to end now or keep going. Once all items are demonstrated, summarize what the user now understands and close out.

Frequently asked questions

What does the Understand Change AI skill do?

Teach the user to deeply understand a change through interactive tutoring: restating understanding, drilling into why/what/how, and quizzing until mastery. The active counterpart to a one-shot explanation. Use when the user asks to "understand this change", "teach me this change", "help me understand what changed", "walk me through this change", "make sure I understand this", "quiz me on this", or "teach me what we did".

Why use Understand Change on TypingMind?

Because you install it once and use it with any model. Understand Change is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Understand Change in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/tobihagemann/turbo/tree/main/claude/skills/understand-change. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Understand Change?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Understand Change?

As many as you like. As long as a model supports skills, you can use Understand Change with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Understand Change AI skill free?

Yes. It is published on GitHub by tobihagemann under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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