Red Teaming AI Systems: A Practitioner's Guide

By C.W. Jameson · Published 15 August 2025 · Last reviewed 15 September 2025

Red teaming an LLM is not pen testing. The attack surface is fundamentally different and the failures are harder to categorise.

How to red-team LLM applications for safety, reliability, and security: methods, tooling, and what to do with results.