OpenAI's GPT-Red uses self-play to break its own models
OpenAI just unveiled GPT-Red, an automated red-teaming AI trained via self-play reinforcement learning to hunt prompt injection vulnerabilities. Using its attacks for adversarial training helped GPT-5.6 Sol cut prompt-injection failures 6x compared to models from four months ago. The attack model remains internal-only to prevent misuse.