OpenAI 发布 GPT-5.6 有限预览，含旗舰 Sol、中端 Terra 及廉价 Luna。Sol 在智能体任务（规划、工具使用、多步修正）上优于 GPT-5.5，Terminal-Bench 2.1 基准测试成绩突出。网络安全方面，Sol 是 OpenAI 漏洞研究与利用能力最强的模型，但未越过内部 Cyber Critical 阈值，且未在 Chromium/Firefox 中自主完成全链利用。新增“max”（更深推理）与“ultra”（子智能体）模式。定价：Sol 每 1M 输入 token $5、输出 token $30；Terra 成本低 2 倍；Luna 最便宜。安全测试用超 70 万 A100 等效 GPU 小时。美国要求仅限可信合作伙伴参与预览。
BREAKING: OpenAI just dropped the limited preview of its new GPT 5.6 model suite: Sol, the flagship; Terra, a medium-tier model for “high-volume work”; and Luna, a “fast and affordable” everyday model.
The most revealing part is the release gate: OpenAI says the U.S. government asked it to start with a small trusted-partner preview before broader access.
Sol is the flagship model, and OpenAI claims it is a step above GPT-5.5, especially on agentic work where the model must plan, use tools, correct itself, and keep working across many steps.
Terminal-Bench 2.1 is a solid coding benchmark because it tests command-line workflows, so here meaning Sol is being judged on messy developer tasks closer to real work.
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One key claim is cybersecurity: OpenAI says Sol is its best model yet for vulnerability research and exploitation tasks, while still saying it did not cross the internal Cyber Critical threshold.
“GPT‐5.6 is trained to refuse prohibited cyber assistance, including when users attempt to disguise their intent or jailbreak the model.” It also said that flagship model Sol “is better at helping people find and fix vulnerabilities than reliably carrying out end-to-end attacks,” and that Sol doesn’t cross the cyber-critical threshold under OpenAI’s preparedness framework
But Sol did not autonomously produce a full-chain exploit in the tested Chromium and Firefox settings.
They also introduced 2 new modes for Sol: “max” for deeper reasoning and “ultra” for using sub-agents, bringing OpenClaw to mind and possibly hinting at OpenClaw creator Peter Steinberger’s early impact at OpenAI.
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Pricing: GPT-5.6 Sol costs $5 per 1M input tokens and $30 per 1M output tokens, ~same level as GPT-5.5.
Terra is positioned near GPT-5.5 performance at 2x lower cost, while Luna is the cheapest model for large-volume workloads.
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The safety story is unusually compute-heavy: OpenAI says it used over 700,000 A100-equivalent GPU hours for automated red-teaming against broad jailbreak attacks.
Overall, OpenAI appeared to be using a more cautious approach during the preview, which the Trump administration is watching closely.
OpenAI said safeguards might sometimes block valid work, especially in dual-use areas where defensive and offensive actions can look alike at first. That is one thing the preview is meant to test.
Introducing a limited preview of GPT-5.6 Sol, our next generation frontier model, as well as GPT-5.6 Terra, a balanced model for efficient, everyday work, and GPT-5.6 Luna, a fast and affordable model for high-volume work. https://openai.com/index/previewing-gpt-5-6-sol/在 X 查看被引用的帖子
来源：Rohan Paul · x.com