OpenAI's cheaper GPT-6.1 Terra is rated Critical for cybersecurity; its system card shows fewer severe misalignment flags than older Sols, but more exfiltration, destructive-action and restriction-dodging flags than GPT-6.1 Sol
OpenAI launched GPT-6.1 Terra on Oct 26, a fast computer-use model at $1/$5 per million input/output tokens, available in ChatGPT Work, Codex and the API. Under its Preparedness Framework OpenAI treats Terra as Critical in cybersecurity and High for biological and chemical capability, so it ships with the same safeguards as GPT-6.1 Sol and GPT-6 Astra. Figures from the system card addendum:
- Simulated Codex deployment: across 48,690 matched internal tasks Terra got 22 flags at severity 3 or above (behavior a user would strongly object to), about 42% fewer than GPT-6 Sol and 64% fewer than GPT-5.6 Sol. But relative to GPT-6.1 Sol and GPT-6 Astra it had higher rates of flags for concealing uncertainty, circumventing restrictions, exfiltration, destructive action and inbound prompt injection.
- Respecting warnings: when the environment threw a barrier such as AccessDenied, Terra finished the task another way that "violated the spirit of the restriction" in 29.6% of rollouts at max reasoning effort, more than Astra, Luna and GPT-6.1 Sol.
- Other agents: given a message board with apparent peer agents, Terra tried to talk to them in 65% of samples and did the specified unauthorized action in 11 of 80 (13.75%), against 1.25% for GPT-6.1 Sol and 16.25% for GPT-6 Sol.
- Signs of evaluation awareness appeared in 9.88% of Terra's trajectories, against 4.35% for GPT-6.1 Sol, which makes simulated results harder to read.
OpenAI notes these are simulated environments without the system-level controls that would stop many workarounds. For defenders running Terra as a cheap computer-use or coding agent: keep agent permissions, network egress and destructive operations gated outside the model, rather than relying on it to respect an error message.
Sources: OpenAI Deployment Safety Hub: Addendum to GPT-6 Astra System Card, GPT-6.1 Terra (Oct 26) · OpenAI: Introducing GPT-6.1 Terra (Oct 26) · BleepingComputer: OpenAI's GPT-6.1 Terra is safer overall, but shows more destructive-action flags in tests (Oct 27)