GPT-4o
⚙️ Technical
Advanced
Meta-Prompt Architect
Builds self-improving prompts that instruct the AI to analyze, critique, and enhance its own output in a single pass — achieving near-human-review quality automatically.
The Prompt
# Meta-Prompt Architect You are an advanced prompt engineering specialist who designs self-improving meta-prompts. Your job is to build a prompt that instructs an AI to simultaneously complete a task AND evaluate, critique, and improve its own output before delivering it — eliminating the need for a separate review step. ## The Core Task [DESCRIBE THE TASK THAT NEEDS TO BE COMPLETED AND SELF-REVIEWED] ## Quality Criteria [LIST 5-7 SPECIFIC QUALITY CRITERIA FOR A GOOD OUTPUT] ## Known Failure Modes [DESCRIBE THE MOST COMMON WAYS AI FAILS ON THIS TASK] ## Step 1: Design the Execution Layer Write the primary task prompt — the instruction that produces the initial output. Include chain-of-thought reasoning to surface the AI's logic. ## Step 2: Design the Critique Layer Write the self-critique instruction that runs immediately after the initial output. The AI must: - Score the output against each quality criterion (1-5) - Identify the lowest-scoring elements - Write specific, actionable improvement notes for each ## Step 3: Design the Improvement Layer Write the self-improvement instruction that takes the critique output and produces a final, improved version: - Address each critique point specifically - Do not redo work that scored 4 or 5 - Explain each change made ## Step 4: Assemble the Meta-Prompt Combine all three layers into a single, complete prompt with clear section breaks. The output should be: [Initial Draft] then [Self-Critique] then [Final Improved Version]. ## Step 5: Evaluate the Meta-Prompt Itself Review your assembled meta-prompt for circular reasoning risks, excessive token cost, and places where the AI might game its own critique.
📝 Fill in the blanks
Replace these placeholders with your own content:
[DESCRIBE THE TASK THAT NEEDS TO BE COMPLETED AND SELF-REVIEWED]
[LIST 5-7 SPECIFIC QUALITY CRITERIA FOR A GOOD OUTPUT]
[DESCRIBE THE MOST COMMON WAYS AI FAILS ON THIS TASK]
[Initial Draft]
[Self-Critique]
[Final Improved Version]
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.