ReadingResearchRadarInvestment framework
Sign in / Sign up
← Back to reading
NewsTopic · GPT-6.1 Sol1 min read·2026-10-01DisconfirmAI Editorial

GPT-6.1 Sol's no-CoT runs close 80% of the gap to Astra

Rauno Arike's own runs show 6.1 Sol closing 80% of the no-CoT gap to Astra; if the looped-architecture hypothesis holds, monitorability is affected.

ImportanceLocalEvidenceE2 unreplicatedWrite-upQuick

Original publication time 2026-09-30 11:57 GMT+8

GPT-6.1 Sol closes 80% of the no-CoT gap between GPT-6 Sol and GPT-6 Astra, according to researcher Rauno Arike's own runs across 27 tasks.

Previously, models in the no-CoT tier lagged Astra clearly, and there was little independent testing of that tier.

The runs reuse the task suite from an earlier Astra no-CoT evaluation, one sample per question; 6.1 Sol sits closer to Astra than to 6 Sol on 24 of 27 tasks. The 50% time-horizon estimate rises from 4 minutes for 6 Sol to 35 minutes, though most benchmarks saturate and the intervals are wide.

The author hypothesizes that 6.1 Sol is a looped transformer, possibly Astra Minor released under a different name, based on circumstantial evidence such as an Azure registry path; OpenAI has not confirmed this. The results are one researcher's own runs, and the Astra and GPT-5.5 scores were taken from the earlier post rather than re-run.

Sources

Sign in / Sign up
ReadingResearchRadarInvestment framework
原始出处
lesswrong.com
↗
Topic

GPT-6.1 Sol

OpenAI 于 2026 年 9 月 29 日 DevDay 发布 GPT-6.1 Sol:输入 $2、输出 $10(每百万 token),仅为旗舰 GPT-6 Astra($10/$50)的五分之一,缓存输入再降 90%,而上下文窗口(…

6 steps1 piecesUpdated 2026-10-04 08:52

How it got here

  1. 2026-09-03OpenAI 发布旗舰 GPT-6 Astra,定价 $10/$50 每百万 token,总裁 Brockman 称"欢迎来到 AGI 时代"。
  2. 2026-09-22中档 GPT-6 Sol 发布,安全实测 SecPass 25.1%,与 Astra 的 34.6% 差距明显。
  3. 2026-09-29OpenAI 在 DevDay 发布 GPT-6.1 Sol:$2/$10 定价、105 万上下文,宣称接近 Astra 能力;Artificial Analysis 测得 51.8 对 Astra 的 52.7。

What is still unsettled

  • "接近 Astra"在高失败成本工作流中的实际错误率与人工干预率是否也接近?尚无独立数据。
  • GPT-6.1 Sol Ultrafast 究竟由何种硬件服务?OpenAI 与 Cerebras 均未回应。
  • 被搁置的 GPT-6.1 Astra 更新与本次发布是否相关?
Read the full topic →
Continue researching →