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星期六

  1. The Decoder

    Anthropic 联合创始人据报向宗教领袖表示担心造出会永久受苦的存在

    据纽约时报报道,Anthropic 自 2025 年秋季起秘密邀请数十位宗教学者到其办公室,讨论 Claude 是否可能具有意识,参与者均需签署保密协议,联合创始人 Christopher Olah 把该语言模型当作可能有感知的存在,并请来宾帮助对它进行道德教育。Anthropic 表示保密协议已在夏季解除。Olah 向纽约时报称自己确实不确定模型是否有意识,有与会者称他担心自己造出了会永久受苦的东西。Anthropic 还向访客展示了模型内部对应爱、恐惧、悲伤或愤怒等输出的情绪向量,并有一份 84 页、被称为 Soul Doc 的 Claude 宪法,由内部哲学家 Amanda Askell 主笔。批评者认为这是在事后逆向工程本应一开始就嵌入设计的伦理,把模型当作独立道德主体也可能模糊制造者的责任。

    t should have been baked into the design from day one, not added after the fact. Camosy started out curious but has since rejected the consciousness thesis outright. An AI lead at Microsoft warned publicly this month that training a model to look conscious is dangerous in itself. There's a bigger structural issue, too. If you frame AI models as independent moral beings, you move the blame for what they do away from the people who made them. Should Claude ever cause real harm, the fault could fal

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  2. MarkTechPost

    微软发布 MAI-Transcribe-2-Streaming 流式语音转文字模型,登顶 Artificial Analysis 榜单

    微软 AI 发布首款流式语音转文字模型 MAI-Transcribe-2-Streaming,支持 60 种语言并自动连续检测语种,在收到音频后 100 毫秒出头即输出首个部分转写结果。Artificial Analysis 的 AA-WER Streaming 测试显示,其最终转写与首个部分转写均为 2.5% WER,在 38 个模型中均排第一,最终结果延迟 0.13 秒。该模型定价为每小时音频 0.54 美元(2026 年底前的尝鲜价),可通过 Realtime API 或 Azure Speech SDK 接入,目前为公开预览,无 SLA 且未开放权重。

    Microsoft AI has released MAI-Transcribe-2-Streaming, its first streaming speech-to-text (STT) model. It launched on October 1, 2026, alongside 2 text-to-speech models, MAI-Voice-2.1 and MAI-Voice-2.1-Flash. Artificial Analysis ranks it 1 of 38 models for final and first partial transcript accuracy. The model targets voice agents, live captions and dictation, where latency decides the experience. What Microsoft Shipped MAI-Transcribe-2-Streaming is the real-time sibling of the batch MAI-Transcri

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  3. Ed Zitron 长文 / Where’s Your Ed At

    AI 究竟如何改变了经济?

    Ed Zitron 分析指出,剔除资本开支后,AI 对 GDP 的贡献微乎其微。高盛预计 2026 年美国 AI 投资将占 GDP 的 1.9%,但这几乎全部来自数据中心建设和 GPU 销售,而非 AI 计算租赁本身。他还发现,BLS 的软件价格指数仍低于 1997 年水平,可能低估了软件成本涨幅,导致 BEA 自 2022 年起高估了软件销售对 GDP 的贡献。

    the same features, and overall SaaS inflation ran over nine percentage points higher than consumer inflation every single month of 2025. This problem began in or around 2022, when Microsoft bumped up prices, inspiring industry-wide inflation. In other words, the BLS’ “quality” adjustments appear to be treating many of these price increases as customers getting better software for their money, rather than paying more money for the same software, with the BEA in turn counting that as businesses bu

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  4. MIT News · Artificial Intelligence

    MIT 研究记录科技行业劳工运动的兴衰

    MIT 博士生 JS Tan 与前科技从业者 Clarissa Redwine 出版《Against Tech Oligarchy: Worker Resistance in the World's Most Powerful Industry》(Haymarket Books,2026),记录过去十年科技从业者劳工运动的兴起与衰退。书中提到 2018 年谷歌员工抗议后公司不再续签五角大楼 Project Maven 合同,近 4000 名员工联署公开信;而今年超 600 名员工反对谷歌承接军方机密 AI 工作,公司回应已承诺与五角大楼合作。Tan 认为 2022 年加息后的裁员与 agentic AI 编程系统削弱了员工议价能力。

    ective strategies they used, and the effect the movement had on Silicon Valley labor politics over the past decade. Documenting a movement from within In 2017, Tan was working for Microsoft and Redwine for Kickstarter, when President Donald Trump signed an executive order suspending entry into the United States for nationals from seven predominantly Muslim countries for 90 days, and suspending Syrian refugees from entering the country indefinitely. “As a whole, I think the tech sector really pus

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  5. MIT News · Artificial Intelligence

    MIT 研究记录科技从业者劳工运动的兴衰

    MIT 博士生 JS Tan 与前科技从业者 Clarissa Redwine 出版《Against Tech Oligarchy: Worker Resistance in the World's Most Powerful Industry》(Haymarket Books,2026),记录过去十年科技从业者劳工运动的兴起与衰落。书中指出,2022 年加息后科技业市值蒸发数千亿美元并削减成本,加上智能体 AI 编程系统对工作的去技能化,削弱了员工的议价能力;2018 年 Google 员工抗议后公司不再续签 Project Maven 合同,而今年 600 多名员工联名反对五角大楼机密 AI 工作时,Google 已表示坚持合作。

    ective strategies they used, and the effect the movement had on Silicon Valley labor politics over the past decade. Documenting a movement from within In 2017, Tan was working for Microsoft and Redwine for Kickstarter, when President Donald Trump signed an executive order suspending entry into the United States for nationals from seven predominantly Muslim countries for 90 days, and suspending Syrian refugees from entering the country indefinitely. “As a whole, I think the tech sector really pus

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星期五

  1. The Rundown AI

    Tavus 预览 Griffin 实时视频交互模型

    AI 初创公司 Tavus 预览了 Griffin,一个可在实时视频中观看、聆听、说话并作出反应的 Human Interaction Model。Tavus 称在面对面测试中,48% 的参与者认为对话对象是真人,此前模型这一比例仅为 2.4%;该模型在 NVIDIA 的 VideoFDB 视频聊天测试中与真人相差 0.09 分,并领先次优 AI 模型超过 1 分。目前仅 Griffin-Lite 向受信任测试者开放,用于继续完善安全与披露功能,后续再公开推出。

    3 Image - Black Forest Labs' image model with box-by-box layout control; 📣 Runway Ads - Runway's AI system that makes, posts, and retunes paid ads; 🗣️ MAI-Transcribe-2-Streaming - Microsoft's top-ranked live speech-to-text AI; 🧑‍💻 Canvas - Shopify’s AI workspace for designing every page of a store 📰 Everything else in AI today Three OpenAI researchers were reportedly let go for allegedly passing internal info to an AI-safety group amid investigations into the company over rogue agent activity. A

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  2. The Rundown AI

    Apple 研发代号 J450 的 AI 安防摄像头:不录视频,只给文字描述

    Apple 正在研发代号 J450 的 AI 安防摄像头,据 Bloomberg 的 Mark Gurman 称,它不录制任何视频,而是通过低帧率传感器和端侧 AI 向用户提供家中活动的文字描述,并支持人脸识别标记有人进入房间等事件。该摄像头与传闻中的 J490 智能家居中枢配对,并共享 Apple 带摄像头 AirPods 的技术。它能否在真正出事时仅靠文字描述满足需求,仍有待观察。

    to the dropped bezels, which give a flush look but also take away the place users had to rest their fingers. QUICK HITS 📰 Everything else in tech today Former LinkedIn CEO turned Microsoft EVP Ryan Roslansky is leaving the company after nearly 18 years, marking another high-profile exit for the Redmond giant. CA Gov. Gavin Newsom vetoed a bill that would’ve banned secretly recording people with smart glasses, saying its broad language could create unintended consequences. Grindr is acquiring Fr

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  3. The Verge AI

    微软用仿生设计让数据中心融入自然,能平息社区反对吗?

    微软宣布以“仿生学”方式改造数据中心,通过增加花园和本地树木、修复受损生态系统,让设施融入自然景观,并计划将“自然启发方案”推广到美国和德国20多个站点。微软称已在荷兰数据中心试点,2023年还出资420万美元修复威斯康星州一条溪流。但批评者指出,微软在圣安东尼奥为建数据中心曾砍伐超过2600棵树,其温室气体排放也随AI能耗上升。

    r, and electricity bills. Tech companies have responded with promises to mitigate any potential harm by paying for infrastructure upgrades needed in local water and power systems. Microsoft is also taking a different approach to soften the impact its data centers have. It announced plans to make its data centers less jarring to local communities and the environment through what it describes as “ biomimicry .” Biomimicry is sort of a catch-all term for many of the ways technologies take inspirati

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  4. AI Business

    AI 正在抽走企业职业阶梯的踏板

    AI 接手越来越多初级员工的工作,而这些工作原本是员工积累经验、形成判断力并晋升到高级岗位的途径。Teikametrics CFO Brian Beaupre 称 AI 已能完成他早年做的大量财务建模工作,他担心年轻员工会错过识别错误答案的学习过程;一项安全运营中心员工调查也发现 AI 可能取代部分初级 SOC 岗位。PwC 对近 5 万名员工的调查显示,56% 属于缺乏专业技能、AI 学习滞后的“engine room”群体,其中仅一半对工作保障有信心。

    in new leadership: The social media company is separating its enterprise AI business and bringing in new leadership as it looks to build a larger presence in the corporate market. Microsoft transforming Fabric into AI's foundational layer: The tech giant is positioning Fabric as a core data layer for enterprise AI, bringing data management and AI development more closely together. Bank of England warns of AI debt: The U.K. central bank warned that companies could accumulate “AI debt” when invest

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  5. MIT News · Artificial Intelligence

    MIT CSAIL 与 Google 等推出 InstructMesh:让用户修复 AI 生成的 3D 模型再打印

    MIT CSAIL、Google 与东北大学研究人员推出 InstructMesh,把微软 TRELLIS 的 3D 生成能力与 GPT-4 的推理能力结合,用户可用自然语言和滑块修改 AI 生成的 3D 设计后再 3D 打印。团队用 TRELLIS 重建 Thingiverse 模型时发现近 80% 存在结构缺陷,新手在 InstructMesh 中识别并修复这些问题的成功率约为 90%。该工具已用于制作龙形马克杯、蝴蝶眼镜、牛仔布外观护膝和可滑动的“bristle bot”机器人。

    ke dispenser, with liquids flowing out of each tentacle to distribute drinks into several cups at once. What makes InstructMesh so adept at following such unique prompts? It pairs Microsoft’s TRELLIS system, which creates 3D models from text and image prompts, with the large language model (LLM) GPT-4, which supports ChatGPT — in other words, visual and textual knowledge combined. “We wanted to bring together the talents of 3D generators and the reasoning skills of LLMs in an interactive space t

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星期四

  1. Publickey

    Google Cloud 发布可本地安装的分布式多模型数据库 Spanner Omni 正式版

    Google Cloud 宣布分布式多模型数据库软件 Spanner Omni 正式版发布,它是托管版 Google Cloud Spanner 的软件版本,可安装到本地机器。该版本支持 Linux(RHEL 9、Ubuntu 22)和 macOS(M1、M2、M3),也支持 Google Cloud 与 AWS 的虚拟机或 Kubernetes Pod,并继承 Paxos 共识、自动分片、同步复制等核心能力,用软件组件替代 Colossus 和 TrueTime。Spanner Omni 支持向量类型与 kNN、ANN 检索,可通过 MCP Toolbox for Databases 接入 AI,提供免费 90 天的 Developer Edition 和按 vCPU 年度订阅的 Commercial Edition。

    クリプションとなっています。 あわせて読みたい Google Cloud RDB クラウド データベース 機械学習・AI IT系の雑誌編集者、オンラインメディア発行人を経て独立。2009年にPublickeyを開始しました。 (詳しいプロフィール) Publickeyの新着情報をチェックしませんか? Windows上でAIエージェントの実行を安全に隔離する「Microsoft Execution Containers」(MXC)正式リリース。ファイルやネットワークなどの境界を柔軟にカスタマイズ; Webアプリフレームワークの「SvelteKit 3」正式リリース。設定をViteに集約、型安全やエラー処理の改善など; 「情シスって楽しい」がテーマ。チームみらい安野党首、ひろゆき氏、OpenID Foundation崎村氏らが登壇。BTCONJP 2026[PR]; Deno開発元がCloudflareに合流。Denoの開発は終了へ、今後はCloudflare WorkersとDurable Objectsのオープンソース実装に注力; さくらインターネット、GPU専有によりトークン消費量を

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  2. a16z:News

    为隐私重建互联网:Barrett Lyon 谈 DoxxNet

    a16z 的 Joel de la Garza 与 DoxxNet 创始人 Barrett Lyon 对谈,讨论如何围绕隐私、直接通信和减少对中心化中介的依赖重建互联网。Lyon 认为传统 VPN 只能解决部分问题,DoxxNet 正在构建一个平行 mesh 网络,让用户点对点通信、传输大文件、通话和发消息,无需经过中心应用服务器;公司自建基础设施并在本地运行 AI 系统,而非依赖第三方推理服务商。

    l networks. is a partner focused on information security related investments and other chaos adjacent businesses. Linkedin Investing in doxxnet Joel de la Garza and Martin Casado; Microsoft’s Deputy CISO on Securing AI Agents Aaron Zollman and Joel de la Garza; How Do You Defend Against AI That Can Hack? Nick Warner, Max Pollard, and Joel de la Garza; The CISO Playbook for AI Agents | Datadog Emilio Escobar and Joel de la Garza; The Reality of AI-Powered Cyberattacks | Truffle Security & Socket

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  3. Stanford HAI News

    斯坦福 HAI:开放权重模型还不够,科学与社会需要真正的开源 AI

    斯坦福 HAI 的 James Landay 指出,开放权重只是“开放分发”,不等于开源 AI:外界仍看不到训练数据、训练代码和构建方式。他主张以 Linux 基金会 Model Openness Framework 最高档“Open Science”为标准,要求代码、训练数据(或可审计的完整说明)与工具链一并公开。他以 Moonshot AI 的 Kimi K3(2.8 万亿参数、百万 token 上下文)和阿里 Qwen3.8-Max(2.4 万亿参数)为例,称中美实验室目前都只回答了“能否运行”,远未回答“能否信任、改进并在此基础上继续构建”。

    ity gap, the administration is weighing whether to extend that kind of scrutiny to Chinese open models as well. The conversation has led to an American corporate response; Nvidia, Microsoft, Meta, and 20-plus other companies published an open letter warning Washington against “premature restrictions” on open-weight AI models, highlighting the need for competitiveness in a heated global market. Stanford Institute for Human-Centered AI Denning Director James Landay agrees with the instinct behind

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  4. Ai2 Blog

    Ai2 推出 OlmoEarth Platform:行星尺度地理空间推理基础设施

    Ai2 发布 OlmoEarth Platform,用于将地理空间模型从微调、评估推进到大规模推理。平台可在约一天内完成大陆尺度推理,处理数十 TB 影像,成本为每平方公里不到一美分。一次覆盖全北美的野火风险图运行峰值动用约 19,600 个 CPU 和 994 个 GPU,网络吞吐超 168 GB/s,将约 4,737 小时串行计算压缩到约 30.5 小时,实现 155× 加速。

    c STAC catalogs and open standards wherever possible. But a large inference job can generate thousands of metadata queries at once—far more than external services such as ESA’s or Microsoft Planetary Computer’s STAC APIs are designed to handle concurrently. To avoid overwhelming those services, the OlmoEarth Platform maintains its own metadata index, updated as new imagery is published. For datasets hosted through AWS Open Data, we receive an SNS notification for each new scene. When a provider

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  5. 人民日报

    职业教育拥抱AI:世界技能大赛首设AI设计工具与智慧安防项目

    第48届世界技能大赛在上海落幕,AI设计工具首次进入工业设计技术项目赛场,选手可用AI设计平台生成无人机概念方案;今年大赛新增的7个项目多与AI深度绑定,并首次设立“智慧安防技术”项目。捷安高科推出基于垂类数据的AI数字教材,华东师范大学与上海人工智能实验室联合开发的智能化技能测评系统已在上海南湖职业技术学院试点。

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  6. Johann Rehberger / Embrace The Red

    SQL Copilot 只读绕过与提权研究:从 SELECT 到 SYSADMIN(CVE-2026-65669)

    安全研究者 Johann Rehberger 在 BlueHat Asia 2026 披露 SQL Server Management Studio 中 Copilot 的提权漏洞 CVE-2026-65669,该漏洞被微软评为严重级别。研究发现 Copilot 的只读模式仅靠 LocalSqlExecutionAccessChecker 中的正则黑名单实现,通过 DECLARE @p sysname='sp_who'; EXEC @p 或 sp_executesql 即可绕过,进而执行 CREATE、INSERT、UPDATE、DELETE、DROP 等任意 T/SQL。攻击者还可利用数据库元数据中的 AGENTS.md 与 CONSTITUTION.md 指令实施间接提示词注入,在低权限用户植入指令后由高权限用户的 Copilot 执行,最终把 db_owner 加入 sysadmin 角色;作者建议只读约束应作为安全不变量而非模型指令。

    Two weeks back I presented at BlueHat Asia 2026 about my research on Microsoft’s Copilot in SSMS, the SQL Server Management Studio. This post is a write up about the talk, which covered CVE-2026-65669, a SQL Server Elevation of Privilege Vulnerability rated critical by Microsoft. So, make sure your installations are up-to-date. The slides of the presentation can be found here. BlueHat Asia 2026 in Singapore First, a few words about the conference. I have spoken at BlueHat before, sometime back i

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  7. The Register

    MeetTwins:用 AI 数字分身替你参加 Google Meet 会议

    印度开发者 Aditya Shinde 正在招募测试用户的 MeetTwins,可代替本人参加 Google Meet 会议,基于印度 AI 公司 Sarvam 的模型构建,并支持 Simli 生成的数字分身头像。用户需预先设定可回答的问题、提供文档并划定禁谈话题,超出范围的内容会转交本人,会后以邮件汇总讨论要点。参会者若感到不适,可在聊天中输入 "/stop" 让机器人立即退出。

    rgets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with Tensorlake compromise; Dutch tax office ditches Microsoft 365 cloud for on-premises alternative Cisco, Nvidia team up to b

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星期三

  1. Data Center Knowledge

    CoreWeave 推出 Forge 平台,从 GPU 基础设施转向全栈 AI 云

    CoreWeave 在旧金山 Fully Connected 活动上发布 CoreWeave Forge,一个用于开发、运行和持续改进 AI 模型与智能体的集成软件平台,即日起提供 Free、Pro、Enterprise 三个版本。Forge 把训练、推理、评估、可观测性和智能体开发整合为围绕 AI 循环的软件栈,并推出包含 VAST Data、CrowdStrike、ClickHouse 的合作伙伴网络。硬件方面,Nvidia Vera Rubin NVL72 已在其云平台上线,Cognition 成为首个客户并在两天内跑起负载;Nvidia Vera CPU 面向 AI 智能体处于早期开放阶段。

    ouncements show the company is trying to further separate itself from specialized AI cloud providers such as Nebius, Lambda, and Vultr, while competing with AWS, Google Cloud, and Microsoft Azure for AI workloads. “CoreWeave has recognized that it’s great to get these big AI labs, but if they’re going to build a long-term sustainable business, then they need to be able to appeal to a wider audience, including enterprises,” McCarthy said. “That requires a bigger ecosystem of software. It requires

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  2. Publickey

    JavaScript 集成工具链 Vite+ 1.0 正式发布,统一运行时、包管理器、构建工具、linter 与格式化器

    VoidZero 宣布 JavaScript 集成工具链 Vite+ 达到 1.0 版本,通过单一 vp CLI 统一管理 Node.js 运行时、包管理器与前端工具链,基于 Vite、Vitest、Rolldown、Oxc 和 tsdown 构建,采用单一配置,以 MIT 许可证免费开源,可用 vp create 创建或迁移项目。VoidZero 已于今年 6 月被 Cloudflare 收购。

    8.0で採用 あわせて読みたい JavaScript Web技術 プログラミング言語 開発ツール Cloudflare IT系の雑誌編集者、オンラインメディア発行人を経て独立。2009年にPublickeyを開始しました。 (詳しいプロフィール) Publickeyの新着情報をチェックしませんか? Windows上でAIエージェントの実行を安全に隔離する「Microsoft Execution Containers」(MXC)正式リリース。ファイルやネットワークなどの境界を柔軟にカスタマイズ; Webアプリフレームワークの「SvelteKit 3」正式リリース。設定をViteに集約、型安全やエラー処理の改善など; 「情シスって楽しい」がテーマ。チームみらい安野党首、ひろゆき氏、OpenID Foundation崎村氏らが登壇。BTCONJP 2026[PR]; Deno開発元がCloudflareに合流。Denoの開発は終了へ、今後はCloudflare WorkersとDurable Objectsのオープンソース実装に注力; さくらインターネット、GPU専有によりトークン消費量を

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  3. TechCrunch AI

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    OpenAI has been a close partner of Microsoft from the jump, but the AI lab is increasingly going after the company’s bread and butter, workplace software, with new features that closely resemble an office software suite like Microsoft’s. At its DevDay developer conference in San Francisco on Tuesday, OpenAI announced several new ChatGPT features designed for office workers. Most notably, OpenAI launched a feature called Space, a shared workspace inside ChatGPT where co-workers can collaborate wi

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