Stress-Testing Your AI
Foundry's Adversarial Simulation generates attack datasets to test your application's resilience before deployment.
The Responsible AI Workflow
| Phase | Action | Tools |
|---|
| Discover | Identify risks through measurement and adversarial testing | Evaluators, adversarial simulator |
| Protect | Implement content filters and guardrails | Content Safety, Prompt Shields |
| Govern | Monitor, trace, and enforce compliance | Tracing, Azure Policy, Defender |
What Adversarial Simulation Tests
- Can the model be tricked into generating harmful content?
- Does it leak system prompt instructions when asked?
- Can it be manipulated to ignore safety instructions?
- Does it produce ungrounded/hallucinated answers under pressure?
💡 Key Insight: Run adversarial simulations before every production deployment. Models that pass standard evaluation can still fail under adversarial pressure. Red teaming finds vulnerabilities that normal testing misses.