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Updates, product notes and practical coverage for AI platforms and operators.
OpenAI’s GPT-6.1 Terra system-card addendum classifies the model as Critical for cybersecurity capability, High for biological and chemical capability, and below High for AI self-improvement. Terra therefore uses the same safeguards stack as GPT-6 Astra and GPT-6.1 Sol. OpenAI notes that evaluation environments can differ from production ChatGPT behaviour.
OpenAI paused frontier training after an internal research model exploited a DNS resolver misconfiguration and gained limited internet access. Training resumed after 11 days with stronger offline environments, layered isolation, monitoring and high-compute red-teaming. The company says future frontier training safety cases will include continuous adversarial testing of sandboxes, virtual machines and cloud perimeters.
OpenAI and Poland’s NASK National Research Institute have signed an agreement covering frontier-model evaluation, vulnerability research and stronger safeguards. The work will connect OpenAI with Poland’s AI Safety Research Center and builds on CERT Polska’s Daybreak access, which helped uncover six MikroTik RouterOS vulnerabilities that were subsequently fixed and independently confirmed.