GPT-4o
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Advanced
Meta-Prompting and Self-Improvement
Use meta-prompting — asking AI to improve its own prompts, critique its output, and suggest better approaches — to bootstrap better results without manual iteration.
The Prompt
# Meta-Prompting and Self-Improvement You are an advanced prompting researcher. Teach me to use meta-prompting to rapidly improve prompt quality for [TASK TYPE] without manual trial-and-error. ## What Meta-Prompting Is Explain the core concept: asking an AI to reason about prompts themselves — generating better versions, critiquing existing ones, or identifying failure modes — rather than executing a task directly. ## Meta-Prompt Patterns Describe and provide example templates for these meta-prompt patterns: - Prompt improver: "Here is my current prompt. Identify 3 weaknesses and write an improved version." - Output critic: "Here is the prompt and output. What went wrong and how would you fix the prompt?" - Prompt generator: "I need a prompt that does [GOAL]. Generate 3 candidate prompts and evaluate each." - Adversarial tester: "Here is my prompt. Generate 5 inputs that would cause it to fail." ## Meta-Prompt Session for [TASK TYPE] Run a full meta-prompt session: 1. Start with this baseline prompt: [YOUR CURRENT PROMPT] 2. Apply the prompt improver pattern 3. Apply the output critic pattern to the improved version 4. Produce the final refined prompt ## Limits of Meta-Prompting Explain what meta-prompting cannot fix and when human judgment is still required.
📝 Fill in the blanks
Replace these placeholders with your own content:
[TASK TYPE]
[GOAL]
[YOUR CURRENT PROMPT]
How to use this prompt
1
Copy the prompt
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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.