The internal GPT-Red model identifies successful attacks in 84 percent of test scenarios. Human red teamers managed only 13 percent in the same trials. This self-play training identifies vulnerabilities faster than manual testing. These results feed directly into hardening GPT-5, accelerating the safety cycle for upcoming frontier model releases.