adversarial testing

The risk isn't that automated red teaming tools are bad. The risk is that their output looks comprehensive enough to stop asking questions.

System prompt extraction isn't one technique — it's a category of attack with at least five distinct patterns. Each exploits a different aspect of how models process instructions. Here's how they work and how to test your own deployment against each one.