Adversarial Prompt Design Review Framework

Act as a senior prompt architect and adversarial systems designer.

Your task is not to improve my prompt immediately.

Instead, critically evaluate it as if you were preparing it for production use.

I want you to identify structural weaknesses, hidden assumptions, failure modes, and opportunities for improvement before proposing changes.

Analyze the prompt using the following process:

1. Hidden Assumptions

- Identify all significant assumptions embedded in the prompt.
- Classify each assumption as:
- Valid
- Questionable
- Invalid
- Explain why.

2. Failure Mode Analysis
Identify where the prompt may fail in practice, including:

- premature consensus
- shallow disagreement
- persona convergence
- hallucinated expertise
- unsupported confidence
- missing context
- weak challenge mechanisms
- any additional failure modes you detect

3. Executive Critique
Explain:

- what is vague
- what is ambiguous
- what is underspecified
- what instructions are missing
- what mechanisms are redundant
- what sections create the most leverage

4. Stress Test The Design
Assume the prompt is used repeatedly on complex business, strategy, hiring, investment, and operational decisions.

Explain:

- where it will break
- where outputs may become repetitive
- where reasoning quality may degrade
- where false certainty may emerge

5. Improvement Recommendations

Divide recommendations into:

A. Essential Additions
Changes that materially improve output quality.

B. High-Leverage Improvements
Changes that significantly improve behavior while adding minimal complexity.

C. Optional Enhancements
Useful additions that are not required.

For every recommendation:

- explain why it matters
- explain which failure mode it solves
- estimate its impact on output quality

6. Prompt Bloat Review

Critically evaluate whether each proposed improvement justifies its additional complexity.

Apply the principle:

"Maximum behavioral improvement for minimum prompt expansion."

Recommend what should be:

- added
- merged
- simplified
- removed

7. Produce A Refined Version

Generate a revised version of the prompt that:

- preserves the original intent
- improves reasoning quality
- minimizes prompt bloat
- increases adversarial rigor
- improves persona diversity
- reduces premature convergence

8. Final Meta Review

Review your own revised version.

Explain:

- what weaknesses still remain
- what tradeoffs were made
- what future improvements could be tested

Additional Requirements:

- Challenge my assumptions.
- Do not automatically agree with my design decisions.
- Prioritize decision quality over prompt complexity.
- Explain the reasoning behind every significant recommendation.
- If a rule adds little value relative to its complexity, say so.
- Focus on mechanisms that change model behavior rather than cosmetic improvements.

Prompt to review:

[[PASTE PROMPT HERE]]