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Explain one concept at three depths

Produces beginner, working and expert explanations so you can meet a mixed-ability room where it is.

Prompt
Concept: {{concept}}

Explain it three times, for three different depths:

1. BEGINNER — someone who has never encountered this. No jargon at all. One concrete analogy, and state where the analogy breaks down.
2. WORKING — someone who needs to use this practically. Real mechanism, real example with numbers, and the mistake people make.
3. EXPERT — someone who knows the basics and wants precision. Include the nuance and edge cases the simpler versions had to skip.

Then: name what the beginner version had to sacrifice for simplicity, so I know what I'm not teaching.

Fill these in

Replace each highlighted variable before sending. Leaving them in place is the most common reason these prompts under-perform.

VariableWhat to putExample
{{concept}}What to explainHow embeddings work

Tips for better output

  • The "where the analogy breaks down" line prevents teaching a misconception that has to be untaught later.
  • The final sacrifice list tells you exactly what to cover in the follow-up lesson.

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