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Transform material faithfully

I can use AI to transform material I provide without adding invented details, while keeping missing information visible.

Information and sources

What this means

Give AI the source material and the desired format. Limit the answer to that material, then check the output point by point: remove or flag unsupported details and leave gaps open.

Why this matters

Much of AI’s value comes from transformation: turning notes into an action list, a report into a summary, or instructions into questions. Fluent wording can hide an invented owner, date, or promise.

How to recognize this skill

  1. 01Limit the requested output to the supplied material and ask AI to flag missing information.
  2. 02Compare the output with the source material point by point.
  3. 03Remove or flag every detail the material does not support.
  4. 04Keep missing information visible as a note or question instead of filling it in with a guess.

This does not yet demonstrate the skill

  • Asking AI not to invent anything without checking the output.
  • Using a summary as is without comparing it with the source material.

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