GPT-Red Explained: OpenAI's Self-Improving "Super-Hacker" LLM

OpenAI built GPT-Red, an offensive-security LLM that attacks its own models to make them safer. Here is what it is, how self-improving red-teaming works, and what it means for anyone shipping agents.

07/18/2026 · Research · 8 min read