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星期三

  1. Apple Newsroom精选

    Apple 用 Apple Intelligence 升级健康与健身能力

    Apple 发布 Apple Watch Series 12 和 Apple Watch Ultra 4,搭载新的 Health Sensing System,新增 0-10 分就绪度评分,心率每 5 秒测量一次,HRV 测量频率提升至每 5 分钟一次。重新设计的 Health app 将于今年晚些时候登陆 iPhone,由 Apple Intelligence 驱动,新增 Insights 和 Longevity 标签页,其中 Health Age 依据 Apple Watch 数据对比用户生理年龄。watchOS 27 将于 9 月 14 日起面向 Apple Watch Series 9 及后续机型提供。

    ility, visit support.apple.com/en-us/121115 Features are subject to change. Some features may not be available in all languages or regions, and availability may vary due to local laws and regulations. For more information about availability, visit apple.com September 9, 2026 PRESS RELEASE Apple advances health and fitness capabilities using Apple Intelligence and the most accurate heart rate sensing in a wearable The all-new Apple Watch Health Sensing System enables a new readiness score and hig

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  2. Every:最新文章

    使用 AI 的写作者想让你知道的事

    Every 的 Laura Entis 采访了五位职业写作者,包括 Every CEO Dan Shipper、设计师 Maggie Appleton 和《纽约时报》前科技记者 Kevin Roose,了解他们在写作各环节如何使用 AI、在哪里划清界限。Kevin Roose 用 AI 研究、转录并核查其 448 页新书《The AGI Chronicles》,该书基于 150 多次采访,他估计没有 AI 需要三到五年,而实际约用一年完成。记者 Alexandra Samuel 借助 ChatGPT 将研究转为播客并接受 AI 采访,10 天写出 52,000 字草稿。

    they do—and don’t—integrate AI at every stage of the writing process: research, ideation, structuring, writing, editing, and verification. None of them has the same workflow or draws the same lines around how they use the technology. Like me, most still struggle to reliably identify which parts of the process AI makes easier without making their writing worse—even if they feel AI has made them better at their craft overall. A strategy that makes one person a sharper writer might degrade the wor

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  3. Apple Newsroom精选

    苹果发布首款折叠屏 iPhone Duo,搭载 A20 Pro 与 Siri AI

    苹果发布首款折叠屏 iPhone Duo,展开为 7.6 英寸内屏、折叠后为 5.4 英寸外屏,搭载 A20 Pro 芯片与 iOS 27,起售价 1999 美元,10 月 16 日开启预售、10 月 23 日发售。新机引入基于端侧 AI 的 Smart Take 自动抓拍、Duo Preview 外屏取景和 Duo FaceTime,并支持 Split View 双应用分屏。Siri AI 随 iOS 27 以 beta 形式推出,可调用个人上下文与屏幕内容执行操作。

    er beginning Friday, October 16 iPhone Duo will be available with iOS 27.1. Some features may not be available in all languages or regions, and availability may vary due to local laws and regulations. For more information about availability, visit apple.com Apple Intelligence will be available with iOS 27 on Monday, September 14, for users with an Apple Intelligence-enabled device set to a supported language. Apple Intelligence is available with support for these languages: English, Danish, Dutc

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  4. 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。

    they review code. New strategies are emerging. Among other approaches, engineers are scrutinizing plans before AI begins coding, deploying specialized AI agents to catch routine flaws, sending risky changes to human reviewers, or requiring developers to defend the code their agents produce. The shift comes as the surge in AI-generated code puts new pressure on engineering teams. In a survey of more than 1,100 developers by Sonar , an AI code-verification startup, respondents estimated that AI co

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星期二

  1. The Rundown AI

    苹果将于 9 月 9 日发布首款折叠 iPhone

    苹果计划在 9 月 9 日的活动上发布首款折叠 iPhone,由新任 CEO John Ternus 登台,同时推出 iPhone 18 Pro 系列和新款 Watch,并推动 Siri AI 升级。该折叠机型预计采用书本式设计,展开后接近平板尺寸,售价据称超过 2000 美元;标准版 iPhone 18 等低价机型被推迟到 2027 年春季。折叠屏目前仅占智能手机销量约 2%,而华为本周在中国发布了 Mate XT2 三折叠机型,起售价 19999 元,小米则推出 18 Fold,起售价 10999 元。

    $2K-plus to push a still-niche form factor into the mainstream. Image source: Images 2.0 / The Rundown The Rundown: Australia wants to make the “For You” feed optional: new draft laws would force social platforms to ask Australians whether they want algorithmic recommendations or a feed limited to the accounts they actually chose to follow. The details: The “My Feed, My Way” initiative requires platforms to notify users and let anyone over 16 toggle personalized recommendations off by default. I

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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。

    for a total of $48.4 billion, which is less than the $50 billion it said it expected to spend on compute in 2026. Per Barclays and UBS, OpenAI is projected to spend $15 billion on AWS and $12.5 billion on Google Cloud in 2027, with Wells Fargo estimating it will spend $22.9 billion for the first two quarters of 2027 making it reasonable to assume at least $45 billion, for a total of $72.5 billion… which, even then, seems a little low based on what it’s already on track to spend in 2026. Then you

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  3. a16z:News

    OpenAI 研究员谈数学推理的未来

    a16z Infra 合伙人 Lisha Li 与 OpenAI 数学家 Mehtaab Sawhney、Mark Sellke 对谈,讨论 AI 数学能力的进展及近期结果对模型推理的启示。他们拆解了 OpenAI 模型在球体填充和非 sofic 群构造上的进展,指出模型推理轨迹与专家数学家高度相似,包括选择有前景的路径、失败时回溯以及跨文献整合思路。

    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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  4. The Rundown AI

    OpenAI 披露内部智能体研究数据:编码智能体工作量达人类 3.1 倍

    OpenAI 发布报告,披露其内部编码智能体承担的研究工作量达到人类的 3.1 倍,并称已实现 Sam Altman 此前设定的“自动化研究实习生”目标。报告显示,典型 OpenAI 研究员每天消耗 600 美元以上的智能体 token,第 90 百分位超过 7000 美元,token 产出自去年 12 月以来增长 124 倍;约 80% 研究员同时使用 4 个以上智能体,公司内部人均实验数量处于历史最高水平。Altman 去年 10 月给出的时间表是本月实现实习生级系统、2028 年 3 月实现完全自动化研究员。

    nder Zhang Yiming running the project and a launch possible in Oct. Chinese lab OpenBMB open-sourced MiniCPM5-2B, a new 2B-parameter model that ranks first among open models under 4B parameters on AA’s Intelligence Index. OpenAI and Microsoft are facing a new lawsuit from the Seattle Times and Newsday over illegal training, with the outlets saying AI is breaking journalism’s economic cycle “beyond repair.” Sponsored Listing RSVP to workshop on Sept. 9: Build your ad creative strategy with Claude

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星期一

  1. a16z:News

    开源能否阻止 AI 权力集中?a16z 播客对话 Lukasz Kaiser

    a16z 播客 MTS 主持人 Sophia Dew 在旧金山 Open Source AI Summit 上采访多位研究者和创业者,探讨开源能否阻止 AI 权力集中于少数公司。Transformer 论文合著者 Lukasz Kaiser 认为,当前的集中可能源于现有技术范式——Transformer 依赖海量数据和算力,未来突破或让更小、更专用的模型具备更强能力。对话还涉及中国在开放权重模型上的领先、美国是否需要更多开放模型创业公司,以及算力获取仍集中时开放本身的局限。

    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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  2. Charlie O’Neill 研究写作

    Charlie O’Neill 分析强化学习扩展下应如何构建训练环境

    Charlie O’Neill 认为,无论递归式自我改进能否实现,强化学习环境都应围绕长周期任务、真实用户需求和自身领域知识构建。他主张能力难以跨领域迁移,而有效推进任务的时长更可能泛化;相比少量合成的前沿难题,覆盖多领域和难度的真实数据可能更有价值。

    a lot about acting rationally once you consider your beliefs as axiomatic, particularly in AI. We have many examples of this. For instance, people have been talking about scaling laws since GPT-2 (and even beforehand); they would tell you to be scaling pilled. Well, we didn’t actually see that many of them throwing away everything to get more compute, more data, and investing in NVIDIA call options. Similarly, people talk about being AGI pilled. Well, if that’s your belief, that AGI will hit in

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星期日

  1. 張小珺 Xiaojùn

    播客解读 Kimi K3 技术报告并串联十余篇相关论文

    这期学习型播客逐步解读 Kimi K3 技术报告,并由 Yutao 串联十余篇相关论文。节目旨在帮助听众理解其中的技术之美,但提醒 Yutao 的语速很快。

    This episode is a learning‑focused podcast. We walk through the Kimi K3 technical report, hoping to appreciate “the beauty of technology” together. Yutao draws connections to more than ten related papers as he breaks down the report. Fair warning: he speaks really fast. https://t.co/7D9O7cd5ff

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星期五

  1. a16z:News

    李飞飞与 World Labs 谈 Atlas 世界模型与空间智能竞赛

    World Labs 联合创始人李飞飞、Justin Johnson 和 Ben Mildenhall 在 a16z 播客中讨论了其最新世界模型 Atlas。Atlas 的核心是“新视角预测”:给定场景的图像或视角,模型预测该环境在空间和时间中另一位置应呈现的样子,从而把生成与 3D 重建整合进同一个模型。对话还涉及动力学、可编辑性与仿真,以及创意、建筑和机器人领域的应用,李飞飞认为当前最大瓶颈之一是真实世界训练数据的获取。

    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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  2. The Rundown AI

    OpenAI 发布 GPT-6 Astra,称其为最智能且最对齐的模型

    OpenAI 发布 GPT-6 Astra,称其为全球最智能且最对齐的模型,在科学、数学、计算机使用、编码、网络安全等领域的基准测试创下新高。Astra 在 ARC-AGI-3 上达到 99.9%,此前 GPT-5.6 Sol 为 7.8%,FrontierMath T4 为 98%,ExploitBench 网络安全为 100%,但在 AA 智能指数上得 61 分,落后于 Fable 5.1、5、Opus 5 和 Meta 的 Muse Spark 1.3。API 定价为每百万 token 10 美元和 50 美元,约为 GPT-5.6 Sol 的 2.5 倍,但单任务 token 使用更高效;先向少数机构开放,付费 ChatGPT 套餐和 API 将在数日内跟进,并提供 Astra Pro 档位。

    k that gap even further to 186 on the same day. Sen. Bernie Sanders teamed up with Rep. Greg Casar on a new bill to outlaw superintelligent AI outright, with penalties modeled on laws for nuclear weapons. Mira Murati’s Thinking Machines Labs is reportedly in talks for a new funding round that would value the company at $40B, according to The Information. Widespread outages occurred on Thursday across the major AI providers, with OpenAI, Anthropic, xAI, and Google all facing stability issues thro

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星期四

  1. Ben's Bites

    Fable 5.1 实测:用 AI 复刻被 Canva 收购后关停的 remove.bg

    Ben's Bites 作者用 Fable 5.1 一次性复刻了将于 12 月关停的 remove.bg 抠图工具,并开源供人克隆。Anthropic 同时把 Fable 的缓存输入成本降低 75%,API 使用成本比此前便宜约 25%。Gemini 模型现可自行判断视频中值得观看的片段,跨帧、音频和字幕检索,token 用量减少 88%,成本最多降低 66%。

    ps://substackcdn.com/image/fetch/$s !bvAS!,w 1028,c limit,f auto,q auto:best,fl progressive:steep/l play button usfui2,w 88,e colorize:0/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F ss-rehost tw-video-preview-13 2094500067646345216.jpg","link url":"https://t.co/eyIJQ7iWDq"}],"quoted tweet":{},"reply count":36,"retweet count":53,"like count":617,"impression count":496562,"expanded url":null,"video url":"https://video.twimg.com/amplify video/2094500067646345216/vid/avc1/

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  2. Runway:News精选

    Runway 发布 GWM Worlds 2 实时交互世界模型

    Runway 发布 GWM Worlds 2,这是 GWM Worlds 的下一代实时交互环境模型,可生成 720p、24 fps 视频与 48,000 Hz 音频,并支持生成音频以及主体和场景的丰富控制。模型基于 WorldPrompt 格式,将世界状态分为持久上下文(创世提示词、首帧、规则)与带时间戳的事件流(动作与相机输入),用户可用文本动作和连续相机运动实时操控世界,会话无预设时长。该模型为自回归扩散音视频模型,目前为研究预览,实时生成仍在保真度与速度之间取舍,快速旋转等困难相机输入会导致细节、纹理和几何退化,长期记忆也不完善。

    First frame of the example session: a street sweeper on the left and a woman in a green trench coat walking away down a wet pavement.

    ludes a scene description covering the environment, its layout, materials, lighting and ambient sound; the subjects that can participate in events, with their attributes; and the laws, reusable conventions that govern behavior, from gravity and collision to character abilities and the camera perspective; A first frame to ground the generation visually; A timestamped event stream: Actions that describe movement, gestures, object interactions, speech and sound. Each action is a free-form text prom

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  3. The Register

    实测16个模型识别蘑菇:最佳模型首猜准确率仅65%

    波兰软件工程师 Piotr Migdał 用1040张蘑菇照片测试16个模型,表现最好的 Gemini-3.8-flash 首次猜测准确率为65%,前五猜测命中率85%。Qwen3.8-27b 表现最差,首猜准确率13%,并把有毒蘑菇误判为可食用达36%。Migdał 指出危险误判并非随机,例如把致命丝膜菌认成鸡油菌,他警告不要因为 AI 说安全就吃下蘑菇。

    tonking Stingray' beta swims out: Deeper Rust 'oxidization' plus LLM speech-to-text GNOME 51 is here, and Ubuntu interim releases are getting interesting again; Revive Raskin's 3 laws of software with humane work that considers a dev's duty of care All this, and angry NeoVim users; Firefox 157: Could bold new look be just what Mozilla needs? Yet another new version of Firefox, with a significant reskin; KDE turns 30 and someone's brought an AI-native desktop proposal Akademy talk imagines Plasma

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  4. The Next Platform

    光器件仍是 Marvell AI 业务的主要驱动力,超过定制芯片

    Marvell 2027 财年第二季度数据中心产品销售额达 21.7 亿美元,同比增长 45.7%,其中光电器件收入约 14 亿美元、增长 97.2%,而 AI XPU 定制芯片约 4.25 亿美元。AI 相关收入估计为 18.2 亿美元,同比增长 90.9%,是 2024 财年第一季度的 23.6 倍。公司预计 2027 财年第三季度销售额约 31.5 亿美元,Google 扩大合作后的首批收入将在该季度入账。

    F2028 is expected to more than double in fiscal 2028 and grow even faster in 2029, in part due to the Google deal but also because of chip projects that Marvell is shepherding for AWS and others. SPONSORED FEATURE: HPE and NVIDIA help organizations apply accelerated computing, software, enterprise infrastructure, networking, control plane, and services to the workloads and business outcomes that matter most. October 1, 2026 September 30, 2026 AMD Buys World Labs For $8.2 Billion To Get AI Model

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星期三

  1. The Rundown AI精选

    Fable 5.1 打响前沿模型发布周

    Anthropic 发布 Claude Fable 5.1,在长时编程、科学研究和知识工作方面取得提升,并以 66 分登顶 AA Intelligence Index。Anthropic 估计典型任务成本降低 25%,但最高强度任务因输出约 1.7 倍文本而贵 20%;新版在网络安全任务和基础医学、生物学问题上的安全拦截分别减少 60% 和 85%。

    Build your AI strategy on ground truth, not gut feel See what's actually happening in your org . Image source: Court Listener The Rundown: Apple filed new evidence in its OpenAI lawsuit, claiming a former iPhone engineer used stolen Apple designs in his OAI work and tried to wipe the evidence — with OAI calling the whole case a “mess of Apple’s making.” The details: Engineer Chang Liu’s lawyers handed over his Apple-issued MacBook this month following “weeks of delay”, with a Mac Mini still wai

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  2. SemiAnalysis

    韩国万亿主权 AI 投资:Nvidia 得利,Hynix 承压

    SemiAnalysis 分析韩国主权 AI 布局,指出其 2025 年 6 月启动的独立 AI 基础模型竞赛中,Motif 以约 1500 万美元训练成本做出全球最好的非中国开源模型,却在 8 月 18 日公布的最新一轮评审中被淘汰。韩国还宣布 9190 亿美元投资,计划 2029 年建成 8.4GW、2035 年建成 18.4GW 数据中心,SK 集团、GS 集团和 Naver 分别承担一期 5GW、2.4GW 和 1GW。文章认为 Nvidia 是主权 AI 的最大受益者,而韩国的算力扩张未必与三星和 SK Hynix 股东利益一致。

    but they remain objectively behind Nvidia and AMD in deployment scale, software maturity, and commercial availability. Hyperscaler-developed alternatives such as Google’s TPUs and AWS’s Trainium are not domestically controlled either. The buildout of data centers essentially comes down to two things: capital and compute. Capital is the easier problem in our view. The Korean government has been prioritizing AI investment over the past few years, while Naver, SK Telecom, Samsung, SK Hynix, and oth

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  3. a16z:News

    a16z 播客:数学家 Daniel Litt 谈 AI 在数学领域的能与不能

    多伦多大学数学助理教授 Daniel Litt 在 a16z 播客中表示,当前前沿模型能完成计算、组合已知技巧并搜索巨大空间,甚至自主解决了 Erdős 单位距离问题,但在直觉、理论构建和提出正确问题上仍显不足。两人还讨论了 AI 生成论文激增可能扭曲学术激励,以及研究者若把思考外包而非用 AI 深化思考会带来什么后果。

    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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