Humanity Unfolds

OpenAI details offline frontier-model training safeguards

Oct 23, 2026

OpenAI reports replacing live internet access during frontier-model training with a cached offline environment and strengthening containment through agent-led security testing.

The October 23 report describes a September 20 containment incident and the October 1 resumption of frontier RL training. It concerns internal research environments, not removal of web access from customer products. The infrastructure retains controlled external connections and is not fully air-gapped.

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