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GPT-Red: Unlocking Self-Improvement for Robustness

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Summary

OpenAI describes GPT-Red, an automated red-teaming model trained with self-play reinforcement learning to find prompt injection vulnerabilities before deployment. The company says GPT-Red is used to adversarially train GPT-5.6, which it reports as its most robust model to prompt injections, with 6x fewer failures on its hardest direct prompt injection benchmark compared with its best production model from four months earlier.