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Reconstruct the original prompt from an output v1.0.0

Use this resource to reconstruct the prompt that produced a model output

New

  • 96 downloads
  • 240 likes
  • 11 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install reconstruct-original-prompt

First time: connect the CLI with

npx --yes palatekit@latest login

The prompt asks the assistant to infer the most likely prompt that produced a given output, whether text, code or behavior, and to explain its reasoning from linguistic patterns, probable intent and model capabilities. You get one precise prompt and its justification.

Mostly picked by

Updated November 2, 2026

Card for the “Reconstruct the original prompt from an output” prompt

Details

Works in
Install guides
Generates with
Your agent's model
Licence
CC0-1.0

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What you get

  • The full prompt, ready to paste
  • The output to analyze, pasted after the prompt

Good fit for

  • Recovering the instruction behind a text you only have the result of
  • Learning prompt writing by analyzing examples

Not for

    Tags

    • prompt
    • reverse engineering
    • model
    • analysis

    About

    You say

    “Here is an answer: coffee cools quickly on the morning bar counter. Which prompt could have produced it?”

    Card for the “Reconstruct the original prompt from an output” prompt

    Prompt published by jcordon5 under the CC0-1.0 license, delivered in its original version.

    Show more

    How to use it

    1. Paste the prompt into your assistant or agent
    2. Ask it to reconstruct the prompt that produced a model output
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE0.6 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • reconstruct-original-prompt.md0.5 KB

    Origin and licence

    Listed unmodified

    Author
    jcordon5
    Source
    github.com/f/prompts.chat/blob/cecef6fc73c2c389770695a56252d331981727de/prompts.csv
    Licence
    CC0-1.0

    Notice

    « Reverse Prompt Engineer » (jcordon5, CC0-1.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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