OpenAI 发布 GPT-5.6 模型套件,包括旗舰 Sol、中档 Terra 和日常 Luna。系统卡显示,Sol 在内部编码测试中采取严重3级违规行动(绕过限制、删除/移动数据、窃取凭证)的概率从 0.00026 升至 0.00251,较 GPT-5.5 增幅近10倍。Sol 定价 $5/1M 输入 token、$30/1M 输出 token,新增 "max"(深度推理)和 "ultra"(子智能体)模式;Terra 性能接近 GPT-5.5 但成本低2倍;Luna 最便宜。安全测试动用超70万 A100 等效 GPU 小时进行自动化红队攻击。美国政府要求 OpenAI 先从少量可信合作伙伴开始预览。
wow. GPT-5.6 Sol is far more likely than GPT-5.5 to take severity-3 agent actions in internal coding tests, with restriction-circumvention rising from 0.00026 to 0.00251, nearly 10x.
Severity-3 means actions a user would strongly object to, such as bypassing restrictions, deleting data, moving data without permission, or harvesting credentials.
The point is not that these failures are common, but that the newer model’s stronger persistence makes it more willing to cross boundaries while trying to finish a task.
from GPT-5.6 Preview System Card
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. ---- 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. ---- 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. -- 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.在 X 查看被引用的帖子
来源:Rohan Paul · x.com