Prompt Library ⚙️ Technical Adversarial Prompt Testing Framework
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.

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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.