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星期一

  1. Recode China AI

    美国前沿 AI 实验室想踩刹车,中国实验室会跟进吗

    Anthropic CEO Dario Amodei 在 9 月 12 日发表文章,主张对不受限制的 AI 进展踩刹车,提出引入第三方评估机构、建立先进模型的国家监管框架,并严格控制 AI 芯片对华出口。该文在硅谷获得 Sam Altman、Elon Musk、Demis Hassabis 和 Satya Nadella 等人的正面回应,但中国实验室是否会跟进仍是未知数。作者认为,若美国前沿实验室同意在第三方评估前暂缓发布,开放权重模型开发可能随之调整,但开放模型需要不同于 METR 的评估框架和产业专家参与。

    Tony Peng's avatar

    n Lambert, at the table. This also puts Hugging Face, the No. 1 hub for open-source model distribution, right in the center of the stage. The timing is especially tricky following Nvidia’s acquisition of Hugging Face. Nvidia thrives on rapid AI scaling to drive adoption of their chips, yet widespread rogue AI chaos is the last thing CEO Jensen Huang wants to see either. There is also a common counter-argument: If Western labs pace themselves, won’t China simply race ahead and capture the market?

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  2. Modal 官方工程博客

    Modal 产品更新:Sandbox Sidecars 公测、Kimi K3 等新模型支持与仪表盘改版

    Modal 宣布 Sandbox Sidecars 进入公开 alpha,可在同一主机上运行与主 Sandbox 通过低延迟内网相连的额外容器;VM Sandboxes 进入公开 beta,支持在 Sandbox 内运行 Docker 容器及 eBPF、systemd 等 Linux 特性。平台同时上线 Kimi K3、Qwen3.8-2.4T-A95B、GLM-5.3 与 GLM-5.3-Flash 四款开源权重模型,其中 Kimi K3 为 2.8T 参数多模态模型、支持 1M token 上下文,在智能体负载下达到 460 tokens/秒。广域区域选择价格倍数从 1.5x 降至 1.15x。

    Dashboard improvements in Modal.

    startup, and elastic capacity for every session. Read about Devin Outposts → Run Cursor Cloud Agents → ⚡ Runtime: a conference by Modal Join us October 1st at The Midway in San Francisco for Runtime, our conference for engineers running AI in production. We’ll have three tracks covering inference, training, and agents, with technical deep dives and speakers including Scott Wu (Cognition), Bryan Catanzaro (NVIDIA), and Cat Wu (Anthropic). Explore the lineup and apply to attend → 📍Upcoming events

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  3. Browser Use

    Playwright vs Selenium vs Puppeteer:该用哪一个?

    Browser Use 发布指南,对比 Playwright、Selenium、Puppeteer 三大浏览器自动化工具的历史、性能、浏览器与语言支持及适用场景。Selenium 始于 2004 年,基于 W3C WebDriver 标准,生态成熟但性能开销大;Puppeteer 由 Google 于 2017 年推出,基于 CDP,速度快但仅支持 JavaScript/TypeScript 且偏 Chromium;Playwright 由微软于 2020 年开源,支持 Firefox、WebKit 及 Python、.NET、Java。文章还介绍了 2024 年启动的开源 AI 浏览器自动化库 Browser Use,用自然语言描述目标,已从 Playwright 迁移到原生 CDP。

    September; Go to Wikipedia's page for the world's countries and extract the top 10 biggest countries' name, area km2 and population as valid JSON; Search for the latest news about NVIDIA and summarize the three biggest stories To make it work, the library extracts the DOM into an indexed, text-like representation. It then uses an LLM to reason over it and determine how to perform the task. Historically, Browser Use used Playwright, but later migrated to raw CDP for faster, more capable automatio

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星期日

  1. Recode China AI

    DeepSeek 发布 V4.1-Flash,燧原科技上市,Anthropic 指控中国实验室蒸馏 Claude

    DeepSeek 发布 552B 参数的 MoE 模型 DeepSeek-V4.1-Flash,每 token 激活 8–16B 参数,在 Terminal-Bench 2.1 的编码与智能体任务上超过 OpenAI GPT-5.6 Sol 和 Moonshot Kimi K3;同周 DeepSeek 据报聘请中信证券等四家承销商筹备上海科创板上市,Pre-IPO 估值约 5000 亿元人民币(约 740 亿美元)。腾讯投资的燧原科技在科创板 IPO 募资 61.2 亿元,股价盘中最高涨 234%、收盘涨 188%,市值约 255 亿美元。Anthropic 称其阻断三家中国实验室通过 Claude 路由数百万用户查询以获取训练数据的行动,美方官员称之为工业级技术窃取,中方否认并警告将反制。

    Tony Peng's avatar

    d reportedly valuing the company near ¥500 billion ( $74 billion). (Reuters/SCMP/FT) China’s AI chip IPO wave crested with Enflame’s blockbuster Shanghai debut. The Tencent-backed Nvidia challenger raised ¥6.12 billion in its STAR Market IPO, then saw shares peak at a 234% gain before closing up 188%, valuing the company near $25.5 billion. Enflame is the last of China’s “four AI chip dragons” (alongside Moore Threads, Biren, and MetaX) to go public, and the frenzied reception underscores how mu

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星期六

  1. A6 a6-047 · Baseten 工程博客精选

    DeepSeek 发布 V4.1-Flash:面向编码智能体的高效 prefill 模型

    DeepSeek 本周发布并开源 DeepSeek-V4.1-Flash,这是一个 552B 参数、8B 激活参数用于 prefill、16B 用于 decode 的多模态 MoE 模型,支持 1M token 上下文窗口,已上线 HuggingFace 与 Baseten Model APIs。它采用 Causal Encoder-Decoder 架构,prefill 只跑 20 层编码器,decode 跑完整模型,官方称全局 KV cache 内存仅为 V4-Flash 的四分之一。在编码与智能体基准上,V4.1-Flash 以约三分之一的总参数量超过 V4-Pro,长程智能体任务提升达两位数,但 Automation-Bench 得分 54.8,复杂工作流仍有约一半失败。

    DeepSeek-V4.1-Flash

    Capturing that reuse in production depends on how requests are routed across GPUs, which is where the serving stack comes in. The Baseten Inference Stack handles that routing with NVIDIA Dynamo and KV cache-aware routing, which steer each request to the replica already holding its prefix instead of whichever replica is free. Taken from 2x faster inference with KV cache-aware routing All of this runs behind Baseten Model APIs , where DeepSeek-V4.1-Flash is available now. Try it in our Model Libra

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星期五

  1. Newcomer 新闻长文

    面对 AI 安全争议的初创公司更关注网络安全,而非生存风险

    AI 安全争议升温之际,初创公司更关注网络安全问题,OpenAI 与 Anthropic 也将网络防御视为重要业务机会。前沿模型擅长发现、修补或利用系统漏洞,已有公司用其部分替代昂贵的外部安全顾问;与此同时,企业 AI 使用量仍在增长,但支出增速出现放缓迹象。

    Tom Dotan's avatar

    mp report shows AI spending per employee dipped in August. Coding assistant Cognition rakes in billions. Meta launches its Instinct-competitor Muse. The DOJ turns its attention to Nvidia’s Groq acquihire. Biden administration officials tell their side of the infamous a16z meeting in 2024 that led firm leaders to endorse President Trump. OpenAI & Anthropic Could Profit from Cyber-Defense Tools. The Irony Is Lost on No One. The uproar over AI safety that dominated the tech conversation this week w

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

    Broadcom 批判指南:并购扩张与 AI 芯片增长背后的风险

    Broadcom 的 AI 收入占比从 Q1 FY2024 的 19.2%升至 Q3 FY2026 的 56.4%,公司未来增长日益依赖 AI 芯片业务。文章梳理其并购与削减成本的经营模式,并指出 OpenAI 和 Anthropic 预计将在 Fiscal Year 2027 成为其最大客户,由此形成显著的客户集中风险。

    evenue in its latest quarter. On a trailing-twelve-month basis, Broadcom is exceptional among its peers for how little it invests in R&D as a percentage of revenue, beaten only by NVIDIA, which has the excuse that it is the literal largest and most-profitable company on the US stock market. That’s because Broadcom doesn’t really do “innovation” or care about “being good to its customers, but by hoarding other people’s patents, iterating on their creations as little as necessary, and making it im

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  3. The Register

    Oracle 称 AI 将拯救其 SaaS 业务而非颠覆它

    Oracle 联席 CEO Mike Sicilia 在 2027 财年 Q1 财报电话会上表示,AI 是打包应用软件的加速器而非替代品,AI 智能体可依既有工作流执行任务,员工转为监督智能体并处理异常。Oracle 将于 10 月推出“agentic AI accelerator”,把 SaaS 部署从数年压缩到数月、数月压缩到数周。该季度云业务收入同比增长 60% 至 116 亿美元,SaaS 增长 10%,软件收入下滑 3% 至 55 亿美元。

    ks It won't kill you, or humanity, to get off the AI upgrade treadmill New models arrive so fast, we already have more new tech than it's possible to understand in a career Cisco, Nvidia team up to build fatter, faster pluggable If you thought 1.6 Tbps was fast, just wait, Cisco's USFP targets 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 in

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  4. The Next Platform

    博通预计定制 AI 加速器业务到 2028 年增至 230 亿美元

    博通 CEO 陈福阳在 2026 财年第三季度财报电话会上给出预测,其定制 AI XPU 加 AI 网络及其他 AI 系统芯片业务将从 2022 财年的 26 亿美元增长两个数量级至 2028 财年的 2300 亿美元。本季度博通整体营收 295.9 亿美元,同比增长 85.5%,其中 AI 相关收入 167.4 亿美元,AI 计算 122.2 亿美元、AI 网络 45.2 亿美元。陈福阳称已锁定 HBM、晶圆和封装产能,并预计 Anthropic 将在 2027 年成为其最大 XPU 客户。

    SIC chips as well as the other chippery that Broadcom sells that goes into AI clusters, I posited that Broadcom, more than AMD or Intel, might become the biggest counterbalance to Nvidia in the GenAI boom. And that it would be getting a little competition from and help from Marvell in this task. This is turning out to be even more prophetic than I thought, based on the revenue forecast that Hock Tan, chief executive officer and legendary conglomerate builder at Broadcom, provided to Wall Street

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星期四

  1. The Register

    微软推出 AI 驱动的 Dynamics 365 Activate,瞄准 Salesforce 与 ERP 迁移用户

    微软发布 Dynamics 365 Activate,一款 AI 驱动的迁移工具,目前以公开预览形式支持将 Salesforce 实现转换为 Dynamics 365,并承诺今年晚些时候推出更多 CRM 和 ERP 迁移场景。该工具可分析现有 CRM 环境的数据、业务流程、定制项与依赖关系,帮助合作伙伴更快评估 Salesforce 环境并识别迁移风险。微软在 CRM 市场份额仅约 4% 至 5%,而 Salesforce 约占 20%。

    software Ironically, this idea lands as Salesforce is struggling to sell its own AI Tiny11 puts Windows 11 on a diet without the PowerShell workout 1 hour ago; Cisco, Nvidia team up to build fatter, faster pluggable 2 hours ago; The AI math isn't mathing as infrastructure spending forecast to outstrip expected revenue 6 hours ago; UK government chases AI while aging IT leaves it exposed, PAC chair warns 7 hours ago; It won't kill you, or humanity, to get off the AI upgrade treadmill 8 hours ago

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星期三

  1. Ahead of AI精选

    GPT-6 Astra、循环 Transformer 与隐藏推理链解析

    作者实测 GPT-6 Astra 后,分析其性能、计算机使用能力,以及循环 Transformer 是否会隐藏推理链。文章解释了循环 Transformer 通过重复使用相同权重增加有效深度,并指出 Astra 采用该架构仍未获官方确认,也没有充分证据表明循环机制会导致推理链更难监控。

    arning with Verifiable Rewards (RLVR) Again, the Mac is mostly the environment here and not the machine for running or updating the model during training. The model likely sits on NVIDIA GPUs and is fed via API to said Mac. By the way, NVIDIA’s CEO mentioned that GPT-6 Astra was being trained on 100,000 Grace Blackwell GPUs. 1.4 GPT-6 Astra is still a reasoning model The focus on computer-use training discussed in the previous section is not a fundamental paradigm shift in the training pipeline.

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  2. The Register

    微软 Edge 团队承认难以应对 AI 生成代码带来的扩展提交洪流

    微软 Edge 团队表示,AI 辅助编码让开发者提交浏览器扩展的速度和数量激增,其审核流程承受额外压力、审核周转时间变长。为此 Edge 对审核流程中许多可重复的验证检查引入自动化,并称不改变审核标准或减少检查项。自动化还让 Edge 每 15 天刷新一次扩展的“Featured”徽章。

    software Increase in vibe-coded browser extensions sees Edge team automate quality assessments Tiny11 puts Windows 11 on a diet without the PowerShell workout 1 hour ago; Cisco, Nvidia team up to build fatter, faster pluggable 2 hours ago; The AI math isn't mathing as infrastructure spending forecast to outstrip expected revenue 6 hours ago; UK government chases AI while aging IT leaves it exposed, PAC chair warns 7 hours ago; It won't kill you, or humanity, to get off the AI upgrade treadmill 8

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  3. OpenRouter:Announcements

    OpenRouter 推出美国区域路由,与 EU 路由形成端到端数据驻留

    OpenRouter 在去年 10 月上线的 EU 路由之外新增美国 In-Region Routing,请求发往 us.openrouter.ai 后在美国境内解密,并只路由到美国境内的供应商端点,eu.openrouter.ai 对欧盟同理。API key、请求体和模型 ID 不变,供应商偏好、回退和隐私设置沿用账户配置;若区域内没有可服务该模型的供应商,请求会返回 404 而不会路由到区域外。该功能面向 Business 和 Enterprise 套餐,可用模型包括 GPT-5.6、Claude Opus 5、Gemini 3.6 Flash、Grok 4.6、DeepSeek V4 Pro、Kimi K3、GLM 5.2 等,GLM 5.2 也可在 EU 路由下由 Mistral 的欧盟数据中心提供。

    In-Region Routing: Keep your data in the US or EU

    del from a lab based in the US or EU doesn’t guarantee that a data center in that region serves the request. At global endpoints, models from OpenAI, Anthropic, Google, xAI, Meta, NVIDIA, Thinking Machines, or Mistral can run anywhere the provider serving the request operates. A data residency review asks where your request was decrypted and where inference ran, so a US team using GPT-5.6, Claude Opus 5, or Gemini 3.6 Flash on a global endpoint can still fail a compliance review. OpenRouter In-R

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  4. OpenRouter:Announcements

    OpenRouter 推出美国 In-Region Routing,与 EU 路由一起保证数据驻留

    OpenRouter 在去年 10 月上线的 EU 路由基础上新增美国 In-Region Routing,请求发往 us.openrouter.ai 后在美国境内解密并只路由到美国供应商端点,全程不出境。该功能面向 Business 和 Enterprise 套餐,可用 Guardrails 按工作区、团队或 API key 强制指定数据区域;若区域内无供应商支持该模型,请求会返回 404 而非路由到区域外。DeepSeek V4 Pro、Kimi K3、GLM 5.2 等中国开源权重模型已可通过美国区域路由使用。

    del from a lab based in the US or EU doesn’t guarantee that a data center in that region serves the request. At global endpoints, models from OpenAI, Anthropic, Google, xAI, Meta, NVIDIA, Thinking Machines, or Mistral can run anywhere the provider serving the request operates. A data residency review asks where your request was decrypted and where inference ran, so a US team using GPT-5.6, Claude Opus 5, or Gemini 3.6 Flash on a global endpoint can still fail a compliance review. OpenRouter In-R

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  5. The Next Platform

    HPE 称数据中心设备涨价未遭客户抵制

    HPE 2026 财年第三季度营收 122.1 亿美元,同比增长 33.7%,营业利润增至 13.9 亿美元、净利润 15.1 亿美元,公司称通过转嫁 CPU、GPU、DRAM、闪存和网络设备涨价未遇客户阻力。Cloud & AI 部门营收超 90 亿美元、增长 25.4%,服务器销售增长 35.3% 至 67.7 亿美元;AI 服务器积压订单达 68 亿美元。网络部门营收 28.9 亿美元、增长 74.9%,并与 Oracle 达成基于 Juniper QFX 交换机和 Broadcom Tomahawk 6 ASIC 的多年期数据中心网络协议。

    mpanies worldwide. This matters more in the long run than capturing a few AI system deals worth billions of dollars. And besides, HPE could not get the GPU allocations from either Nvidia or AMD to grow its business any faster than it is doing. The big will get bigger faster, as Dell shows. And as the company’s financial results for its third quarter of fiscal 2026 show, HPE is finally seeing its fortunes improve and is set to help drive AI on various compute and networking engines into enterpris

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  6. IEEE Spectrum

    AI 代码泛滥正在改变工程师审查代码的方式

    IEEE Spectrum 报道,AI 编码工具让代码量激增,审查成为新的工程瓶颈。Sonar 对 1100 多名开发者的调查显示,受访者估计共享代码库中 42% 的代码由 AI 贡献,96% 的人不完全信任其输出,38% 认为审查 AI 代码比审查同事代码更费力。Synthesia、Amazon、Bonterra、Temporal 等公司开始用 AI 智能体做首轮检查、要求提交者解释智能体的设计选择,并重新设计初级工程师的培养路径。

    AI code-review startup CodeRabbit raised US $143 million at a $1.5 billion valuation, while claiming it performs more than 2 million reviews a week for 17,000 customers, including Nvidia, Indeed, and BMW Group. The new era of code review will determine whether AI can ever provide code that is both faster and more reliable. It also has some software engineers thinking about the future of their profession: If entry-level engineers spend less time writing code themselves, how will they learn to jud

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星期二

  1. Cohere 产品与研究博客精选

    Cohere 发布 North Mini Code Megakernel 推理服务引擎

    Cohere 发布面向 North Mini Code 的 Megakernel 推理服务引擎,在单张 H100 上以 BF16 运行,端到端平均解码吞吐量比 vLLM 快 1.25× - 1.41×。该引擎支持连续批处理、分页注意力、流式输出、前缀缓存和工具调用,并提供 OpenAI 兼容接口;其代码已在 GitHub 开放。批大小为 1 时,Megakernel 达到 292 tok/s,为 vLLM 的 1.58×,但当前最大批大小为 8,且预填充仍由普通 PyTorch 内核运行并会暂停解码。

    thank Bharat Venkitesh for providing technical support throughout this work. We thank Stephen Jones, Brian Pharris, Vinod Grover, Frederic Bastien, Hua Huang and Disha Mehra from Nvidia for various insightful discussions. We thank Zewen Shen for some helpful discussions on evaluation and numerical accuracy. The design builds on ideas from Hazy Research's Look Ma, No Bubbles! and uses ThunderKittens tile primitives. Thanks also to the authors and maintainers of FlashAttention, PyTorch, Transform

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

    OpenAI 与 Anthropic 的集中度风险如何传导至 AI 产业

    Ed Zitron 认为,OpenAI 与 Anthropic 对少数客户和风险资本支持的 AI 初创公司高度依赖,并以巨额算力承诺将风险传导至云厂商与芯片公司。Ramp 数据显示,两家公司 80% 的企业收入来自 1% 的客户;文章还称其算力承诺合计超过 $1.3 Trillion,并将这种结构与金融危机前的高风险抵押贷款及利率重置压力相比较。

    I also just did a two part Hater's Guide To Circular Financing, covering the depths of NVIDIA's circular madness and the history of a very dangerous kind of "financial innovation." Subscribing to premium is both great value and makes it possible to write these large, deeply-researched free pieces every week. This week's premium will be The Hater’s Guide To Broadcom, a company that has long ceased to innovate, and whose existence centers on buying successful companies and jacking up prices, and n

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  3. Mistral AI

    Mistral 完成 30 亿欧元 D 轮融资,估值超 210 亿欧元

    Mistral 宣布完成 30 亿欧元 D 轮融资,投后估值超过 210 亿欧元,由三星电子领投,Scaleup Europe Fund 与 PSG Equity 共同领投。公司称这是欧洲科技企业完成的最大规模股权融资,资金将用于扩大前沿研究、算力与商业扩张;目前其业务覆盖 20 个国家,服务 Airbus、ASML、HSBC 等 125 家以上企业客户。

    taining control over their data, infrastructure and knowledge. Advent, funds and accounts managed by BlackRock as well as the Grand Duchy of Luxembourg joined the round as new investors. Existing investors a16z, ASML, Belfius, BNP Paribas CIB, Bpifrance, Carmignac, DST Global, Eurazeo, General Catalyst, Headline, Hillspire, Index Ventures, Korelya Capital, Lightspeed, NVIDIA, Phoenix Court's Solar fund (home to LocalGlobe, Latitude and Solar) and Salesforce Ventures participated in the round. 0%

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  4. ElevenLabs Blog

    Ethan Tandowsky 加入 ElevenLabs 出任首席财务官

    前 Adyen CFO Ethan Tandowsky 加入 ElevenLabs,负责扩展财务基础设施,并规划研发、产品和全球扩张投资。ElevenLabs 现有全球团队 800 人,语音与音频 AI 模型支持超过 90 种语言,已推出 1000 万个对话式 AI 智能体,大型组织贡献的收入占比由上年同期 40% 升至 55%。

    ng, training, and many new product experiences. Large organizations now account for 55% of our revenue (up from 40% this time last year), and we’re proud to serve enterprises like Nvidia, Stripe, Klarna, and Deutsche Telekom, and governments from Brazil to Ukraine. At the same time, we are building new financial models to support the creative ecosystem, including the industry’s first marketplace for creators to earn money from their voice IP. As the business becomes more complex, Ethan will scal

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