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Label What Needs Human Review
Works with ChatGPT · Claude · Copilot · Gemini
What you’ll be able to do
You can flag what needs a human before using AI output.
The problem
AI output gets used as-is even where a human should check it.
What this skill does
Paste the output and ask the AI to mark what needs human or expert review.
When to use it
- Use this when you plan to use AI output that carries real consequences.
Juni’s tip
Juni says: some things always need a human check. Mark them clearly.
The prompt
Main prompt
For this AI output, mark which parts I should have a person or expert review before using: [paste].
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Try it live
Fill in the blanks — your ready-to-use prompt builds as you type.
Your prompt
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Weak vs. better
✗ Weak prompt
what needs checking
✓ Better prompt
For this AI output, mark which parts I should have a person or expert review before using: a draft contract clause and a cost estimate.
Why this works
Flagging what needs review keeps a human in the loop where it matters.
Practice task
Try it now
Take some AI output and ask what needs human review.
Self-check
- High-stakes parts are marked for review.
- I know who should review each.
Common mistakes to avoid
- Using the whole output without any human review.
- Not distinguishing low-stakes parts from high-stakes ones.
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