今日必看

Big Fish: Exploiting a 37-Year-Old Kernel Bug in OpenBSD

聚焦 AI 场景落地与 FDE 创新，2026 人工智能产业大会专项活动在济南举行

Sullivan & Cromwell brings legal expertise into agreement review

In collaboration with OpenAI, Sullivan & Cromwell developed Agreement Analyzer, an AI tool for identifying issues in a draft agreement.

自媒体作者实测开源 Skill Anatomy：一句话让 AI 生成原理科普动画和讲解视频

作者数字生命卡兹克分享开源 Skill Anatomy，其理念是"物体本身，就是解释"，可将抽象原理做成可交互的机械模型动画，还能在其上生成带讲解配音的科普视频。 🔗 阅读原文 via AIHOT · https://aihot.news/items/alrar23ypkk6umkz50eirp35h

对抗 AI 信息过载的过滤逻辑与认知升级

📌 一句话摘要 作者分享通过一个月刻意屏蔽 AI 资讯的实验，提出一套基于「生产级价值」而非「时效性」的信息筛选框架，主张关注市场端趋势而非供应端内卷。 📝 详细摘要 作者通过一个月不主动追踪 AI 消息的实验，反思了当前 AI 领域信息的高度冗余与低价值。他将 AI 内容分为「玩具/故事/教程/包装」等低价值类别，并主张过滤掉单纯的融资故事、省钱技巧、自媒体教程及缺乏门槛的活动总结。作者建议将关注点从「信息差」转移到「人们用 AI 实际做出了什么（生产级/盈利能力）」以及「社会民生风向」上，并提到一种新姿势：不再追求信息时效，而是通过评估他人对信息的反

GitHub Actions workflow lockfiles in public preview

GitHub Actions workflow dependency lockfiles are now in public preview for GitHub Enterprise Cloud, GitHub Enterprise Cloud with data residency, Team, and Free plans. Tags and branches can move after you review a workflow, so a later run might execute different code. Lockfiles le

Replit is no longer working with Anthropic, CEO says

Masad said the decision was made for a number of different reasons, including cost. Replit announced a partnership with OpenAI in August, but there was never any indication that it was no longer with Anthropic.

Figure 机器人演示被质疑真实性

📌 一句话摘要 作者指出 Figure 机器人演示过度作秀，实际功能与声称的宝马制造及快递分拣远不符。 📝 详细摘要 推文批评 Figure 公司最新的机器人演示，称其过度作秀，实质功能与声称的宝马制造和快递分拣不符，提醒读者关注机器人技术的实际应用与商业化水平。 💡 主要观点 机器人演示缺乏实际功能，商业化仍面临挑战 Figure 公司展示的机器人能模仿《终结者 2》似的炫技，但实际功能仅为搬运板材及传统快递分拣，远不及其声称的技术水平，凸显机器人行业在商业落地上的差距。 💬 文章金句 号称参与制造 3 万辆宝马，其实主要就是搬运板材；展示机器人分拣快

AI 生成的代码，怎么才能进得了工程体系？

第 140 届广交会：中国外贸的进化时刻

📌 一句话摘要 记者走访第 140 届广交会摩托车、家电、机器人三大展区，呈现中国制造从代工贴牌转向品牌出海、从卖硬件转向输出 AI 全屋方案、从概念样机转向场景化落地的三条进化路径。 📝 详细摘要 本文为经济观察报记者张锐对第 140 届广交会开幕首日的现场走访报道，聚焦摩托车、家电、机器人三大展区。摩托车展区因张雪机车在赛事中出圈而人气升温，其海外市场部杨阳称公司今年 3 月才正式启动出海，目标形成国内外「五五开」格局；波速尔赛车销售经理 Lee 表示，中国摩托的高性价比仍是叩开欧洲市场的筹码，日系同定位新车价格可达国产三倍，但质量投诉明显减少、差距

OpenAI finds a bug in its boardroom

PLUS: How to give Grok Bot its own email inbox

GitHub Copilot app for Beginners: How to teach Copilot about your codebase

Context matters when you’re working with AI. Every codebase has its own house rules: how components are structured, which scripts to run, and which conventions apply to different frameworks and file types. Copilot can help you make changes across a project, but it works best when

🤖 AI Agents Weekly: Claude Haiku 5.5, Gemini Agent, Mistral Large 4, Decisions API, Personal Agent Protocol, Devin Dreaming, and More

In today’s issue: Anthropic ships Claude Haiku 5.5 Google launches the Gemini agent Mistral previews Large 4 OpenAI opens the Decisions API Meta and Sierra propose Personal Agent Protocol Devin gets Memory and Dreaming Reflection unveils Beam open model GPT-6 brings Intelligent U

[AINews] TypeSafe/Jev at >$100M ARR, $7.5B valuation 3 weeks after launch

As you can see in the AINews X recap section below, everyone on earth has cloned the Jev API, but only one company can ever create the category. TypeSafe announced their “ Series AI ” and Sequoia “ leaked ” that they crossed 100M ARR in their first week. @a16z \n\nit's been 3 wee

Building AI for Reliable Execution: Lessons From Industrial Robotics

When you think of robotics and AI, you probably first think of full humanoid robots like Figure’s AI-powered machines and 1X’s NEO home robots . Those may well be the future, but arguably more important in 2026 is industrial robots — which are typically not humanoids. Standard Bo