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Iterative refinement

Improving an AI's output over several rounds by reacting to each draft with feedback.

Say it to an AI

Revise only the intro: it's too long and generic. Cut it to two sentences: the role I'm applying for, then my strongest proof point (I led the Tidewell checkout redesign, +18% conversion). Leave the rest of the letter as it is.

How an expert would ask for the stronger version of “Cover letter revision”.

See it

Try it as a puzzle →

A job seeker asks the AI to improve the cover letter it just drafted for a UX designer role.

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

Why: Both messages are a second round on the same letter, but only A gives the assistant something to refine toward: 'too long and generic. Cut it to 2 sentences'.

Related words

  • Scope
  • Output format
  • Context
  • Grounding
  • Constraints
  • Iteration
  • Ambiguity
  • Conflicting instructions

Room 5 · Iterating & feedback

Learn “Iterative refinement” in a five-minute lesson

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