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Isolating variables

Changing one thing at a time so you can tell which change caused which effect.

Say it to an AI

One change at a time. For now, only cut the toast to about 2 minutes (roughly 260 words), keeping the camping-trip story as the centerpiece. Tell me what you removed; we'll do a humor pass next.

How an expert would ask for the stronger version of “Wedding toast revision”.

See it

Try it as a puzzle →

A best man asks the AI to revise the wedding toast it drafted for his brother.

Study A · the weaker one
Study B · the stronger one

Why: After B you know the new draft differs only in length ('262 words'); after A you can't tell which of the five requests lost the camping story.

Related words

  • Scope
  • Output format
  • Context
  • Grounding
  • Constraints
  • Iteration
  • Ambiguity
  • Iterative refinement

Room 5 · Iterating & feedback

Learn “Isolating variables” in a five-minute lesson

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