An 84 percent success rate marks the effectiveness of GPT-Red, a model trained via self-play to attack other AI systems. Human red teamers hit only 13 percent in identical scenarios. These automated adversarial findings now harden GPT-5. This shift replaces slow manual testing with scalable, algorithmic vulnerability discovery.