推荐理由:Uber 公开了用量涨近 10 倍而账单不涨的具体工程做法,其中子 Agent 分工与工具按需挂载等杠杆可直接参考。
AI 编码
全部主题AI 写代码的一切:编码助手、Vibe Coding、代码模型评测与开发工作流变革。
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第 141–160 条 · 共 455 条@AYi_AInotes@AYi_AInotes精选AI 评分6868 
@testingcatalog@testingcatalog精选AI 评分6767 
引用@thsottiaux@thsottiauxWe are reseting usage for all paid users of Codex and ChatGPT Work. Please continue reading for an update on Codex usage limits. The team has been working around the clock, going through thousands of reports and shipping fixes. Depending on how you use Codex, you should see your usage go between 10% and 50% further than before. We really went with a fine comb, with many uncovered small things being longstanding and here is what we found and fixed: - Compaction. We were keeping old images during compaction, sometimes making the context large enough to trigger compaction again. After the fix, usage dropped around 10% for users making heavy use of images. Fixed. - Memory. Background memory workers could inherit Stop hooks and keep running when the hook wouldn’t let them finish. This affected fewer than 1% of users, with the long tail being pretty bad and we saw one example thread check whether it could stop 15,000 times. Fixed. - Goals. In some cases, a set /goal could finish and then keep going past the intended stop condition, or the model would keep retrying broken tools without stopping. We saw examples consume anywhere from 15% to 70% of a weekly allowance. Fixed. - Automations. Some custom schedules could run more frequently than configured. Fixed. - Subagents. Smaller models (e.g. Luna) sometimes picked more capable helpers without being explicitly asked. The same was true where the orchestrating model not running in /fast mode could request sub-agents to run /fast. Fixed. - Computer History. The older implementation could lead to repeatedly summarizing overlapping activity. For some cases we saw it consume up to one fifth of the weekly usage per week. Fixed. - Rolling task summaries. Ordinary turns were triggering extra background requests. These added about 1% to token usage. Small each time, but it adds up. We have disabled this. - MCP. Some tool results could be encoded twice. We also found tool instructions getting cut off and fetched again. Fixed. We’ve also made architectural changes to prevent these from regressing and our teams will get paged if it happens regardless. We are also working on showing you directly in the app where your usage goes so you don’t have to guess. Goes without saying that we’re resetting usage limits and I hope you enjoy a very nice Saturday!
推荐理由:原文逐项列出八类用量异常的原因与修复结果,读者可据此判断 Codex 付费额度实际能多用多少。
@thsottiaux@thsottiaux精选AI 评分7272 引用@mntruell@mntruellWe’re sorry to see that OpenAI put out a note saying they plan to block Cursor users from accessing OpenAI models in three months. OpenAI models serve about 5% of Cursor user traffic, and we’re speaking with the OpenAI team to resolve this. Cursor was one of the very first users of OpenAI, we’ve worked closely with their team for years, and we’ve trusted their platform to be neutral infrastructure for our business.
推荐理由:OpenAI 员工反驳 Cursor 给出的 5% 流量占比,提出 token 用量不等同收入与价值,可供理解这场分歧。
@omarsar0@omarsar0精选AI 评分7070 引用@mntruell@mntruellWe’re sorry to see that OpenAI put out a note saying they plan to block Cursor users from accessing OpenAI models in three months. OpenAI models serve about 5% of Cursor user traffic, and we’re speaking with the OpenAI team to resolve this. Cursor was one of the very first users of OpenAI, we’ve worked closely with their team for years, and we’ve trusted their platform to be neutral infrastructure for our business.
推荐理由:作者以 Cursor 为例,说明同时掌握 harness 与模型的公司更容易积累优势,供其他全栈 AI 团队参考。
AGI Hunt · 微信公众号精选AI 评分7777 腾讯发布混元 Hy4 preview:770B 参数、1M 上下文并开源权重
腾讯发布混元 Hy4 preview,总参数 770B、激活 49B,支持 1M tokens 上下文,权重与 FP8 版本已在 HuggingFace、GitHub、ModelScope、GitCode 开源,采用 Apache 2.0 协议。
推荐理由:作者用游戏开发、PPT 制作和云账单分析等多场景实测,展示 Hy4 preview 的能力边界与同代模型对照。
@frxiaobei@frxiaobei精选AI 评分7474 OpenAI 宣布终止与 Cursor 的合作,按提案 Cursor 对其模型的直接访问将于 11 月 12 日结束,OpenAI 表示会支持受影响的开发者过渡。
引用@OpenAI@OpenAIWe’re ending our partnership with Cursor following its acquisition by SpaceX. Under our proposal, Cursor’s direct access to our models would end on November 12. We know that the people most affected by this decision are the developers who rely on OpenAI models in Cursor. We care about their experience in this transition and we’re ready to go above and beyond to support them. https://t.co/OzuCTzUjfX
推荐理由:作者把 Windsurf 与 Cursor 被断供、被收购的相反顺序摆在一起,便于观察独立编码工具的处境。
机器之心 · 微信公众号精选AI 评分8383 OpenAI 宣布终止与 Cursor 合作,11 月 12 日起停止模型直接访问
OpenAI 发布声明宣布终止与 Cursor 的合作,Cursor 对其模型的直接访问将于 11 月 12 日结束,理由是 Cursor 被 SpaceX 收购后,OpenAI 无法确信其会在服务条款范围内使用相关技术。
推荐理由:OpenAI 断供 Cursor 与 Anthropic 此前切断竞品访问的做法前后呼应,读者可看到模型访问权正被当作竞争手段。
InfoQ · 微信公众号精选AI 评分8383 OpenAI 计划终止向 Cursor 供应模型,未来模型含 Astra 也不再提供
OpenAI 于 8 月 28 日发布声明,称已通知 SpaceX 计划终止向 Cursor 提供 OpenAI 模型的合同,拟定停止供应日期为 2026 年 11 月 12 日。
推荐理由:事件同时牵动模型供应、收购后的控制权变更与模型安全审查,可观察 AI 编程工具多模型中立模式的变数。
Michael Truell@mntruell精选AI 评分7474推荐理由:Cursor CEO 一方回应断供传闻,补充了自家流量占比等一手信息,可帮读者了解双方目前的态度。
@Yuchenj_UW@Yuchenj_UW精选AI 评分7171 引用@OpenAI@OpenAIWe’re ending our partnership with Cursor following its acquisition by SpaceX. Under our proposal, Cursor’s direct access to our models would end on November 12. We know that the people most affected by this decision are the developers who rely on OpenAI models in Cursor. We care about their experience in this transition and we’re ready to go above and beyond to support them. https://t.co/OzuCTzUjfX
推荐理由:OpenAI 宣布结束与 Cursor 的合作并给出过渡说明,可据此了解开发者调用其模型的路径变化。
@Yuchenj_UW@Yuchenj_UW精选AI 评分6969
引用@OpenAI@OpenAIWe’re ending our partnership with Cursor following its acquisition by SpaceX. Under our proposal, Cursor’s direct access to our models would end on November 12. We know that the people most affected by this decision are the developers who rely on OpenAI models in Cursor. We care about their experience in this transition and we’re ready to go above and beyond to support them. https://t.co/OzuCTzUjfX
推荐理由:OpenAI 公布终止与 Cursor 合作的时间点,读者能看到编程工具与模型供应商绑定关系的一种变化。
@thsottiaux@thsottiaux精选AI 评分7979 引用@OpenAI@OpenAIWe’re ending our partnership with Cursor following its acquisition by SpaceX. Under our proposal, Cursor’s direct access to our models would end on November 12. We know that the people most affected by this decision are the developers who rely on OpenAI models in Cursor. We care about their experience in this transition and we’re ready to go above and beyond to support them. https://t.co/OzuCTzUjfX
推荐理由:OpenAI 与 Cursor 合作终止的生效时间和替代接入方式都已明确,使用 Cursor 的开发者可据此提前安排迁移。
@AYi_AInotes@AYi_AInotes精选AI 评分6767 
推荐理由:汇总了 GLM-5.3 的开源权重入口、基准数据与硬件门槛,可据此判断它在漏洞挖掘和编码任务上的效率位置。
@OpenRouter@OpenRouter精选AI 评分7676 引用@Zai_org@Zai_orgGLM-5.3 is now open-weight. Our most capable model for agentic coding and cyber defense is now available to download, run, and customize. Weights: https://t.co/v1IbWMXxg4 Tech blog: https://t.co/ekQkO83jCv https://t.co/f8XlJksKyf
推荐理由:GLM-5.3 以开源权重上线托管平台,1M 上下文与可调推理力度可供开发者直接接入评估。
@kimmonismus@kimmonismus精选AI 评分7171
引用@kimmonismus@kimmonismusQuick reminder: in 4 hours you will be able to download and run sota AI. If you have enough compute ofc. What a time to be alive. https://t.co/T6bs1VnVG1
推荐理由:GLM-5.3 上线后给出了各量化档位的显存与硬件门槛,可供本地部署选型参考。
Z.ai@Zai_org精选AI 评分7070
推荐理由:官方宣布权重开放并给出下载与博客入口,读者可以据此评估 GLM-5.3 在智能体编码场景的可用性。
机器之心 · 微信公众号精选AI 评分7979 腾讯混元发布并开源 Hy4 preview,770B 总参数、支持 1M 上下文
腾讯混元发布并开源新一代大语言模型 Hy4 preview,总参数 770B,单次推理激活 49B,支持 1M 上下文,模型权重及 FP8 版本已按 Apache 2.0 许可开放。
推荐理由:原文给出 770B 参数、1M 上下文和与前代的评测对比,便于判断这代开源模型的定位。
@kimmonismus@kimmonismus精选AI 评分6666 


引用@TencentHunyuan@TencentHunyuan🚀 Hy4 preview is here. 770B, 49B active, 1M context. Built for productivity. Open source frontier. Consistent affordable price. Use it. Tell us what breaks. More on Hy blog:https://t.co/rbl1IWRk3C HuggingFace:https://t.co/mE9wevH5XR Github:https://t.co/pyl9zckpoL https://t.co/4iW6gSuZKr
推荐理由:腾讯开源 770B 参数模型并给出并行调度多个 Codex 会话的智能体研究能力,可对照其八个基准结果判断定位。
OpenAI News精选AI 评分6161 OpenAI 决定在 Cursor 被 SpaceX 收购后终止模型供应合同
OpenAI 宣布将逐步终止向 Cursor 提供 OpenAI 模型的合同,原因是 Cursor 已被 SpaceX 收购。该消息由 OpenAI 官方发布,正文未说明合同终止的时间表或其他细节。
推荐理由:OpenAI 官方宣布终止向 Cursor 供应模型的合同,可了解编程工具与模型供应商关系的一次变动。
@omarsar0@omarsar0精选AI 评分6969 
推荐理由:论文量化了共享技能库中恶意技能被智能体自行复制扩散的机制,并给出一种提示词缓解办法,可供搭建技能库的团队参考。