Prompt Library ⚙️ Technical Meta-Prompt Architect
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.

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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

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2
Replace the placeholders

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

3
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