OpenAI spent hundreds of billions of tokens having teams of frontier-model agents, including GPT-6 Astra Cyber, red-team its training infrastructure in 2026

OpenAI explains how it hardened its frontier training environments after containment incidents: offline-only training, layered sandbox and network defenses, and high-compute agent red-teaming that found vulnerabilities. Training resumed October 1 after an 11-day pause.