Author

Nikhil Kandpal

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Preprint Jul 2026

GPT-Red: Automated Red Teaming via Self-Play at Scale

GPT-Red, an automated red-teaming agent that is trained to discover novel prompt injection attacks against frontier LLMs, is introduced, a scalable self-play algorithm where the model is tasked with attacking a diverse population of simultaneously-trained defender agents.

Eric Wallace, Christopher A. Choquette-Choo, Nikhil Kandpal et al. · 1 citation