Prompt Library 🎨 Creative Recursive Self-Improvement Prompt
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Recursive Self-Improvement Prompt

Design a prompting workflow where AI critiques and rewrites its own output across multiple rounds until it meets a defined quality standard.

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The Prompt

# Recursive Self-Improvement Prompt

You are a prompt engineering specialist. Design a recursive refinement workflow for [OUTPUT TYPE, e.g. a marketing email, a technical specification, a creative story].

## Quality Standard

Define what "good enough" means for [OUTPUT TYPE]. Write a scoring rubric with [NUMBER] criteria and the minimum score to exit the loop.

## Round 1 — Draft

Write the initial generation prompt. What information does the model need to produce a first draft?

## Round 2 — Self-Critique

Write the critique prompt. The model reads its own draft and outputs:
- Score per criterion (1-5)
- Specific weaknesses with line references
- Rewrite instructions for each weakness

## Round 3 — Revision

Write the revision prompt. The model applies the critique instructions to produce an improved draft.

## Loop Control

- Maximum rounds before stopping: [NUMBER]
- Exit condition: all criteria score [MINIMUM] or above
- What to return if the maximum rounds are reached without meeting the standard

## Example

Run one complete loop for [SPECIFIC EXAMPLE INPUT].

📝 Fill in the blanks

Replace these placeholders with your own content:

[OUTPUT TYPE, e.g. a marketing email, a technical specification, a creative story]
[OUTPUT TYPE]
[NUMBER]
[MINIMUM]
[SPECIFIC EXAMPLE INPUT]

How to use this prompt

1
Copy the prompt

Click "Copy Prompt" above to copy the full prompt text to your clipboard.

2
Replace the placeholders

Swap out anything in [BRACKETS] with your specific details.

3
Paste into GPT-4o

Open your preferred AI assistant and paste the prompt to get started.