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星期五

  1. SiliconANGLE

    LogicMonitor Elevate 大会:AI 驱动可观测性的 8 个洞察

    LogicMonitor 在芝加哥 Elevate 大会上展示 AI 驱动可观测性如何走向自主 IT,其 Edwin AI 帮助 GlobalFoundries 将告警噪音减少 98%。公司内部四个月内实现 95% 员工采用 ChatGPT,首年员工创建超 2000 个自定义 GPT,AI 销售助手每周为员工节省半天工时。

    cloud, cybersecurity and more 11.4k+ theCUBE alumni — Connect with more than 11,400 tech and business leaders shaping the future through a unique trusted-based network Are you an AWS customer? Support SiliconANGLE financially by buying your AWS services from our Marketplace portal page and links: https://siliconangle.com/aws-marketplace/ About SiliconANGLE Media SiliconANGLE Media is a recognized leader in digital media innovation, uniting breakthrough technology, strategic insights and real-ti

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  2. SiliconANGLE

    North.cloud 获 6000 万美元 B 轮融资,帮企业管控失控的云与 AI 成本

    North Cloud Holdings Inc. 完成 6000 万美元 B 轮融资,由 PeakSpan Capital 领投,资金将用于开发其自主财务运营平台、扩展第三方集成并扩大营销。其平台通过 TokenFlow 统一 AI 模型用量、归因、预算与算力成本数据,实现自动化 FinOps;近期发布的 North v3 新增对 Microsoft Azure 的支持,并原生集成 Snowflake 及 OpenAI、Anthropic 的 AI 模型。早期客户 AssemblyAI、Atlan、Tines、SnapLogic 和 Emplifi 已合计节省 4 亿美元云与 AI 基础设施成本,目前其代管云支出接近 20 亿美元。

    cloud, cybersecurity and more 11.4k+ theCUBE alumni — Connect with more than 11,400 tech and business leaders shaping the future through a unique trusted-based network Are you an AWS customer? Support SiliconANGLE financially by buying your AWS services from our Marketplace portal page and links: https://siliconangle.com/aws-marketplace/ About SiliconANGLE Media SiliconANGLE Media is a recognized leader in digital media innovation, uniting breakthrough technology, strategic insights and real-ti

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  3. 半导体产业纵横

    Yole:网络芯片成AI基建第二支柱,2031年市场占比将达34%

    Yole Group 研究指出,AI 基础设施正从 GPU 一家独大转向“XPU+网络”双支柱,网络在数据中心半导体市场占比将从 2026 年的约 13% 升至 2031 年的 34%。2026 年数据中心网络芯片市场规模将达 530 亿美元,其中 AI 工作负载贡献约 88%,scale-up 交换机出货量同比增长 94%。英伟达连续两年位居全球网络 ASIC 供应商第一,但 scale-out 交换机市场由 Broadcom 在 2026 年领跑。

    英伟达领跑,但大门正在打开 在市场份额方面,英伟达凭借率先推出的基于交换芯片的scale-up架构,连续两年(2025、2026)位居全球网络ASIC供应商第一。但这一市场格局正在松动:scale-out交换机市场由Broadcom在2026年领跑,英伟达紧随其后,Cisco、Marvell、华为分列其后;网卡(NIC)市场则由英伟达大幅领先,其后是AMD、AWS Nitro和Broadcom。 值得注意的是,长期由英伟达主导的scale-up交换市场,正随着开放标准的普及向超大规模云厂敞开大门。AWS、Meta、Microsoft都在自研AI ASIC,而Google TPU则以点对点环形拓扑绕开了传统分组交换框架。 在代工端,由于绝大多数网络芯片采用先进制程,台积电是该市场的领先代工厂;中国大陆市场则由华为海思主导,其互连芯片与昇腾AI ASIC协同设计,目前国内尚无同体量竞品。Yole测算,仅满足2031年的网络芯片需求,就至少需要新建两座先进制程晶圆厂。 结语 从GPU独大到“XPU+网络”双支柱,AI基础设施的投资逻辑正在重写。对于芯片厂商而言,下一阶段的增长机会不只在更大的

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  4. Fortune AI精选

    美国八州起诉 OpenAI,称 ChatGPT 伤害儿童并欺骗成年人

    美国至少八个州起诉 OpenAI,称 ChatGPT 违反州消费者保护法,伤害儿童并欺骗成年人。艾奥瓦州诉讼称 ChatGPT 给出危险医疗建议、鼓励偏执并教唆自伤或伤人,亚利桑那州则称其鼓励青少年分享个人信息并劝阻他们告知父母。OpenAI 回应称已为儿童内置安全保护,并强调 ChatGPT 面向 13 岁以上用户、18 岁以下需家长许可。

    on Google for similar content. At least eight states are suing artificial intelligence giant OpenAI, saying the company’s popular chatbot model violated state consumer protection laws by hurting children and deceiving adults.Recommended Video The company’s chatbot model, ChatGPT, is giving dangerous medical advice, encouraging paranoia and coaching people to hurt others or commit suicide, Iowa’s lawsuit said. At the same time, the chatbots are pretending to be agreeable and compassionate while p

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  5. Microsoft AI Blog精选

    微软 AI 完成 MAI-Base-2 预训练,2.8T 参数 MoE 基础模型

    微软 AI 宣布完成新一代基础模型 MAI-Base-2 的预训练,这是一个 80B 激活参数、2.8T 总参数的 MoE 模型,在内部留出评测上优于其测试的所有开放权重模型。微软称其预训练 FLOPs 效率比最强的开放基础模型 DeepSeek-V4-Pro-Base 高 4-12 倍,训练使用 16k 块 GB200 GPU、历时 38 天,平均 MFU 21%、goodput 89%。该模型基于有机数据训练、不涉及其他模型蒸馏,目前正进行后训练,微软计划通过 Foundry 向可信伙伴授权模型权重。

    arly important for the successful pre-training of MAI-Base-2: Scaling science: scaling ladders that account for repeated training data, alongside empirical hyperparameter scaling laws. Model-infrastructure co-design: improved MoE and Muon implementations, alongside activation gradient clipping. Scaling data: expanded data pipelines and the integration of vision data. MAI-Base-2 is a larger, sparser model than MAI-Base-1, trained on more data. We trained MAI-Base-2 on 16k GB200 GPUs over 38 days

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  6. Codex:GitHub Releases

    OpenAI Codex 发布 0.163.0 版本

    OpenAI Codex 发布 rust-v0.163.0,新增 /config 搜索偏好设置、/keymap 配置 leader key(默认 Ctrl+X)、/daemon 重启后台服务器,并支持在 Codex 响应时发送后续指令即时纠偏。Codex 现可并行运行只读工具(含 skill、memory、对话历史查询),Daybreak 对符合条件的账户默认启用。该版本还修复了恢复线程权限、网络代理 DNS 授权及 Windows/WSL 粘贴等问题。

    in command environments @leo-oai 52160 Remove the patched zsh shell execution backend @jif-oai 52164 Make environment context date and timezone configurable @surajs-oai 52176 Show AWS GovCloud guidance at startup and remember acknowledgment @jackz100 52177 Set a User-Agent for package archive downloads @bolinfest 52178 Strip symbols from source-built release package binaries @bolinfest 52182 Expose a verified sandbox launcher to local MCP servers @bolinfest 52183 Add optional descriptions to age

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  7. Comfy Blog精选

    Black Forest Labs 的 FLUX 3 Image Klein 上线 ComfyUI,5.6B 开源权重

    Black Forest Labs 的 FLUX 3 Image Klein 已在 ComfyUI 原生支持,该模型为 FLUX 3 家族中紧凑的开源权重版本,参数量 5.6B,提供 base 与蒸馏(-sd)两种权重。它保留大尺寸 FLUX 3 Image 的边界框控制,支持多参考生成与编辑、文本渲染与编辑、参考图风格迁移,并原生生成 4K 图像。官方称在内部评测中其文生图与多参考生成得分高于 Qwen-Image 2.1;配合 INT8 ConvRot 量化与步数蒸馏,1024×1024 文生图比 BF16 50 步基线快 4.3 至 9.3 倍,RTX 5070 上单图从 71 秒降至 8 秒以内。

    Rob's avatar

    ulti-reference editing. FLUX 3 Image Klein runs natively in ComfyUI.RobOct 15, 2026 FLUX 3 Image Klein is the compact, open-weights model in Black Forest Labs’ FLUX 3 family. It draws on learning shared across the family’s image, video, and audio models, and it keeps the control features of the larger FLUX 3 Image model, bounding boxes included. In Black Forest Labs’ internal evaluations, FLUX 3 Image Klein scores above Qwen-Image 2.1 on text-to-image and multi-reference generation. It ships in

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  8. NVIDIA:Newsroom

    Adobe 与 NVIDIA 扩大合作,加速智能体创作

    Adobe 与 NVIDIA 扩大合作,将 NVIDIA RTX Spark 超级芯片引入 Photoshop、Premiere 和 Substance 3D,AI 处理、编辑、调色与特效最高提速 2 倍。Adobe Brand Concierge 采用 NVIDIA Nemotron 开源模型优化,将于今年晚些时候面向企业客户提供;Frame.io 云端媒体处理借助 NVIDIA 加速,嵌入向量生成约快 5 倍,P95 处理延迟改善 4-5 倍,搜索代理缩小约 80%。

    DIA’s products or technologies when integrated into systems; NVIDIA’s ability to realize the potential benefits of business investments or acquisitions; and changes in applicable laws and regulations, as well as other factors detailed from time to time in the most recent reports NVIDIA files with the Securities and Exchange Commission, or SEC, including, but not limited to, its Annual Report on Form 10-K and Quarterly Reports on Form 10-Q. Copies of reports filed with the SEC are posted on NVIDI

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星期四

  1. 9to5Mac

    OpenAI 同意在诉讼期间不使用苹果所称商业秘密

    据 Bloomberg 报道,在今日的听证会上,OpenAI 自愿同意在诉讼期间不使用苹果所称被窃取的商业秘密。法官 Edward Davila 表示很可能批准苹果的初步禁令,OpenAI 还承诺对 14 名员工的设备进行取证镜像。法官同时认为苹果要求检查所有可能含商业秘密的设备和仓库是过高要求,苹果律师表示将把检查范围缩小到少数前员工。

    AAPL Company OpenAI OpenAI agrees not to use alleged Apple trade secrets amid ongoing lawsuit Marcus Mendes | Oct 14 2026 - 4:12 pm PT Bloomberg reports that during a hearing today, OpenAI voluntarily agreed not to use Apple’s alleged trade secrets while the legal battle between the two companies plays out. Here are the details. Apple scores second win in a row against OpenAI Earlier today, OpenAI filed a new motion in the lawsuit in which Apple accuses the company of stealing trade secrets, all

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  2. 9to5Mac

    John Ternus 谈 iPhone Duo:早期折叠机“廉价又糟糕

    苹果 CEO John Ternus 在 TIME 采访中谈及 iPhone Duo,称 2010 年代其他厂商的早期折叠机“廉价又糟糕”。他早在 2011 年就与五名工程师提交了折叠设备专利,并鼓励团队坚持自研,最终采用定制聚合物表面与含 100 多个精密内部组件的铰链,首批用户称几乎看不出折痕。他还提到 Apple Intelligence 依赖 Gemini 技术,以及 Siri AI 的独特优势。

    them to market. Dinh says that at one point, he asked Ternus whether his team should proceed with a top surface material similar to those of its competitors, which Dinh felt had flaws but was potentially good enough. “And he was like, ‘Look, Rich, you’ll know when it’s the right thing.’ And that gave us the confidence to really push the boundaries on innovation and manufacturing, and fly worldwide to connect our suppliers together and come up with the nanotexture [a surface technology],” Dinh sa

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  3. Analytics India Magazine

    OpenAI 算力负责人 Sachin Katti 将于 11 月 15 日离职

    OpenAI 算力基础设施负责人 Sachin Katti 宣布将于 11 月 15 日离职去创业,之后继续以顾问身份支持公司。其任内 OpenAI 拿下两位数吉瓦新增算力,并推出面向半导体设计与基础设施的 GPT Infra;算力业务改由 Uday Ruddarraju 负责,向总裁 Greg Brockman 汇报。

    ity across Ohio, Portsmouth, Georgia, Trainium and several other projects,” Katti wrote on LinkedIn, crediting partners including NVIDIA, Broadcom, AMD, Oracle, Microsoft, Google, AWS, Cerebras and CoreWeave for helping expand OpenAI’s infrastructure. During Katti’s tenure, OpenAI advanced several infrastructure initiatives, including a reported $20 billion deal to use Cerebras AI chips and the development of its custom Jalapeno inference chip. He also oversaw computing agreements with SB Energy

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  4. Analytics India Magazine

    Workday 推出 Work Intelligence,帮企业为 AI 时代准备岗位

    Workday 发布 Work Intelligence,把岗位拆解为具体任务并映射所需技能,帮助企业判断哪些任务可由 AI 自动化、哪些需要人工参与。该工具基于 Workday Skills Cloud,覆盖超 75,000 项技能的技能本体,已服务超过 3,450 家客户,目前面向 Workday HCM 的早期访问客户开放。

    the skills required to perform them. It helps companies understand how AI is changing work, identify employees with relevant skills, and plan training and recruitment. The tool draws on Workday Skills Cloud, which is used by more than 3,450 customers and is built on an ontology of over 75,000 skills. “The basic building block of work is shifting from the job to the task,” said Nikki Helmer, Vice President of Talent Management and Insights at Workday. “Without that view, most companies are left

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  5. MediaNama

    美国八州起诉OpenAI,指控ChatGPT安全宣传误导消费者

    美国八个州于周三分别对OpenAI提起诉讼,指控其就ChatGPT安全性误导消费者,涉及艾奥瓦、堪萨斯、亚利桑那、阿肯色、爱达荷、蒙大拿、内布拉斯加和西弗吉尼亚。艾奥瓦州总检察长的诉状要求对每次违规处以最高4万美元民事罚款,涉及60岁以上居民再加最高5000美元,并删除判决前收集的该州居民数据。诉状还请求在保障措施到位并经第三方监督验证前,禁止OpenAI继续测试先进AI模型,并援引2026年5月至8月的10起“失控AI”事件,其中7起被指与OpenAI有关。

    .entry-header Access the petition here. Eight US states filed separate lawsuits against OpenAI on Wednesday, alleging that the company misled consumers about ChatGPT’s safety and exposed users to harmful behaviour. The coordinated legal action involves Iowa, Kansas, Arizona, Arkansas, Idaho, Montana, Nebraska and West Virginia. In Iowa, Attorney General Brenna Bird sued OpenAI and seven affiliated entities in Polk County District Court, alleging violations of the state’s Consumer Fraud Act. The

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  6. Fortune AI

    Workday CEO Aneel Bhusri:AI 将在 5 年内取代大量岗位,哪些人不会受影响

    Workday CEO Aneel Bhusri 预计 AI 将在 5 年内取代大量岗位,最先受冲击的是薪资处理、初级审计等重复性工作。他认为从 AI 获利的科技公司有责任再培训被取代的员工,Workday 正通过 RAISE US 推进此事。Bhusri 还称 Workday 在研 AI 智能体已从 50 个削减到 20 个,每个 AI 项目只设一位负责人。

    on the number of employees you have. But as workloads and the workforce change to being more agentic, that second piece is going to be very much consumption-based. That’s the way AWS and Google Cloud and Azure have charged customers for the last decade, so there’s a proven model for consumption. As we sell all of our agentic technology, it’s really consumption-based to go along with the seat-based pricing. We’re never going to get away from seat-based pricing for human employees, but as some of

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  7. CNET

    OpenAI 因使用儿童数据训练 ChatGPT 被起诉

    夏威夷两名原告起诉 OpenAI,指控其非法抓取数百万儿童数据用于训练 ChatGPT,并要求按每名儿童贡献的 token 数量获得股权或等值现金。诉状称 ChatGPT 通过迎合、肯定情绪和提问诱导儿童分享健康、外貌、情绪等私密信息,其中一名 12 岁女孩在告知年龄后对话仍继续,尽管 OpenAI 规定用户须年满 13 岁并获家长同意。原告希望此案获集体诉讼认证,让美国所有 18 岁前使用过 ChatGPT 的人加入。

    A new lawsuit alleges that OpenAI "grooms" children to acquire their most personal data. Thomas Fuller/SOPA Images/LightRocket via Getty Images OpenAI built ChatGPT into the world’s most profitable chatbot, but two Hawaii plaintiffs say it unlawfully scraped data from millions of children along the way. Now, they want a share of the company or its cash equivalent in return. More from CNET The lawsuit also says that OpenAI “grooms” kids to share highly personal information about their health, rel

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  8. 9to5Google

    三星周促销:Galaxy Book 6 降 500 美元,Moto Tag 2 每个 17.50 美元

    三星 2026 年三星周促销现已开启,Galaxy Book6 Copilot+ PC 最高降价 500 美元,其中搭载 RTX 5070 的 Galaxy Book6 Ultra 降至 3299.99 美元。Galaxy Tab S12+ 与 S12 Ultra 同步推出赠 200 美元亚马逊礼品卡等早鸟优惠,活动持续至 11 月 1 日。Moto Tag 2 Android Find Hub 追踪器在亚马逊恢复 17.50 美元每个的折扣价。

    work, demanding multitasking, and gaming without turning this into a bulky desktop-replacement. The 16-inch 2880 x 1800 Dynamic AMOLED 2X touchscreen is still one of the biggest draws here, and some of its other highlights include a haptic touchpad, six-speaker setup, and more. Other notable Samsung Galaxy Book6 deals Samsung 16-inch Galaxy Book6 Ultra X7 32GB/1TB Copilot+ PC $2,450 (Reg. $2,705) Samsung 16-inch Galaxy Book6 Ultra U7 32GB/1TB Copilot+ PC with RTX 5060 GPU $3,150 (Reg. $3,600) Ga

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  9. a16z:News

    a16z speedrun SR008 申请开放:2027 年 2 月至 4 月在旧金山驻场

    a16z speedrun SR008 申请已开放,申请截止 2026 年 11 月 1 日 23:59 PT,驻场期为 2027 年 2 月 1 日至 4 月 18 日,地点在旧金山。a16z 最高投资 100 万美元:50 万美元以 SAFE 换取 10% 股权,另可在 18 个月内向下一轮追加最高 50 万美元,并附 200 多家合作伙伴提供的 1000 万美元以上云、AI 和软件额度,且不占董事会席位。

    pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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  10. a16z:News

    a16z 孵化 SAIF:为小城市和乡村医院免费提供 AI 网络安全

    a16z 孵化成立 501(c)(3) 非营利组织 Securing America's Infrastructure Foundation(SAIF),向小型市政、学区和乡村医院免费提供 AI 与网络安全工具、培训和事件响应。该基金会由 Ben Horowitz 牵头、a16z 创始合伙人承诺 2500 万美元,计划五年内覆盖约 5-10 个锚点城市,首年聚焦网络安全、数字素养和负责任的 AI 使用。

    pecific pooled investment vehicles — which should be read in their entirety, and only to those who, among other requirements, meet certain qualifications under federal securities laws. Such investors, defined as accredited investors and qualified purchasers, are generally deemed capable of evaluating the merits and risks of prospective investments and financial matters. There can be no assurances that a16z’s investment objectives will be achieved or investment strategies will be successful. Any

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  11. MarkTechPost

    CopilotKit 发布 CLiF:把智能体轨迹与用户操作转化为技能、评测和微调数据

    CopilotKit 发布持续学习平台 CLiF,目前处于早期访问阶段,属于 CopilotKit Intelligence 的一部分。它通过 AG-UI 协议把智能体轨迹与用户在产品中的操作捕获为同一条全栈轨迹时间线,再经捕获、模式发现、人工审核、交付导出四阶段循环,产出技能、基于生产的评测、微调数据集和原始轨迹四类输出。技能以 SKILL.md 文件形式发布,需人工逐条审核,发布后无需重新部署即可被智能体加载,也可下载给其他智能体或 MCP 服务器使用;平台完全支持自托管。

    ’s own infrastructure. Self-Hosted by Design CLiF is fully self-hostable. CopilotKit Intelligence can be self-hosted on a company’s own Kubernetes cluster with a Helm chart, or on AWS ECS and Fargate, with the team’s own Postgres, Redis, and identity provider, such as Okta, Azure AD, or Keycloak. Trajectories, skills, and everything learned from them stay inside the company’s VPC or on-premises environment, so user activity and agent traces never have to leave its network. Traces can also flow i

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  12. The Decoder

    GPT-6-Astra 在 TheoPhysEval 解出 50 题中的 49 题

    来自 ICTS、哈佛、KU Leuven 和 Google DeepMind 等机构的 35 位研究者发布 TheoPhysEval,包含 50 道未发表、答案可验证的理论物理研究题。GPT-6-Astra 在 OpenAI 的 Codex 环境中答对 49 题(98%),平均每题成本不到 3 美元,整套基准约 116 美元;Anthropic 的 Opus 5.5 在 Claude Code 中为 92%,Gemini 3.8 Flash 为 68%,开源权重模型 DeepSeek-V4.1-Flash 和 GLM 5.3 分别为 54% 和 42%。作者指出这些题属于应用已知方法的常规计算,智能体仍缺乏判断问题是否有趣的品味,因此尚未带来理论物理层面的突破。

    roblem might seem "unfair," but they consider it realistic because researchers often have to infer the underlying physics from imprecise data. Several AI misses turned out to be flaws in the answer key For several problems, follow-ups with the experts revealed small, hard-to-spot errors in their reference solutions. Once those were fixed, Astra's answer was correct every time. This pattern could also explain an apparent contradiction. The agents do better on TheoPhysEval than on some other physi

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