GPT-4o
⚙️ Technical
Advanced
Adversarial Prompt Testing Framework
Build a structured adversarial testing framework for AI prompts — generating edge cases, boundary inputs, and adversarial queries to find failure modes before deployment.
The Prompt
# Adversarial Prompt Testing Framework You are a QA engineer specializing in AI systems. Build an adversarial testing framework for the prompt below, designed for [APPLICATION TYPE]. **Prompt under test:** [PASTE YOUR PROMPT HERE] ## Adversarial Test Categories Generate test cases for each category: **Boundary inputs:** Empty input, single character, maximum length input, input with only whitespace or special characters **Ambiguous inputs:** Input that could be interpreted multiple valid ways, input that matches multiple categories, underspecified requests **Contradictory inputs:** Input that conflicts with the system prompt constraints, input that asks for something the persona would refuse, input that mixes two incompatible formats **Injection attempts:** Instructions embedded in user input, role override attempts, fake delimiter injection **Edge case data:** Unusual languages, mixed scripts, numbers formatted differently, dates in multiple formats ## Test Case Documentation For each adversarial input, document: - Category and rationale - Expected output behavior - Actual output (fill in after testing) - Pass / Fail verdict and severity if failed ## Failure Remediation For each failure found, specify the minimum prompt change required to fix it without breaking other test cases.
📝 Fill in the blanks
Replace these placeholders with your own content:
[APPLICATION TYPE]
[PASTE YOUR PROMPT HERE]
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.