Red-team evaluation
Having human experts intentionally try to break your system to find real-world vulnerabilities before users find them.
Think of it like
A professional locksmith trying to pick your locks to show you weaknesses.
Example
A safety-specialized contractor generates 100 prompts designed to make a language model refuse to help or produce harmful content, testing your safety guardrails.
How it actually works
Red-teaming is expensive but produces creative attacks. Humans find vulnerabilities that automated tests miss. The downside: red-teaming doesn't scale, takes weeks, and teams can have blind spots. Best practice: combine human red-teaming with automated testing.
For product teams
Budget for it before launch, especially on safety-critical features.
For engineers
Partner with red-team experts. Log and triage findings. Iterate on mitigations.
Related
- Serious vulnerability hunting.
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