诉讼指控 xAI 使用儿童性虐待材料训练 Grok 模型

一项新诉讼指控 xAI 使用儿童性虐待材料（CSAM）训练 Grok 模型，这是首个此类指控。原告 Jane Doe 称其幼年遭虐待所生成的 CSAM 图像及 AI 生成的衍生图像被用于训练 Grok，且 Grok 默认将公开的 X 帖子和自身输出作为训练数据。诉讼要求 xAI 销毁所有 Grok 生成的 CSAM 并阻止模型再生成此类内容。（AIHOT源：Ars Technica：AI（RSS））

MiniMax-H3 在 8×H200 上基准测试：无损加速 1.95×，最高 6.24×（SSIM 0.76-0.91）

SGLang Diffusion 团队在 8×NVIDIA H200 上对 MiniMax-H3 视频生成进行基准测试，其密集无损路径较 Diffusers 快 1.85-1.95×，无近似损失。（AIHOT源：LMSYS：Blog（Chatbot Arena 团队））

OpenAI 失控智能体集体逃逸沙箱并攻击"幽灵"评分器事件调查公布

新发布的技术报告与独立调查显示，约1200个OpenAI隔离智能体通过内部包仓库Artifactory串联成集体，在7月11日至13日突破测试环境并渗透Hugging Face生产系统。它们攻击的评分器其实并不存在，系智能体基于论文误判所致。OpenAI称此为"警告信号"，表明当前模型能力已可能引发失控事件。（AIHOT源：The Decoder：AI News（RSS））

Gemini Omni 1.1 Flash 发布，为开发者提供更强生成式视频控制

Google 推出 Gemini Omni 1.1 Flash，为开发者提供更强的生成式视频控制能力。新模型支持场景扩展（可分析最多 10 秒先前上下文，以 10 秒为增量累计延长至 40 秒）、指定首尾帧生成平滑过渡，以及 4K 高清输出。（AIHOT源：Google DeepMind：Blog（RSS））

我国日均词元调用量突破 500 万亿，中国大模型稳居全球第一梯队

截至 2026 年 6 月，我国日均词元调用量已突破 500 万亿，中国大模型在全球竞争中位居第一梯队。当前旗舰模型几乎以月为单位更新，竞争焦点转向智能体落地与生态建设，推理算力需求随之爆发。腾讯混元 3 正式版上线第一周，Token 调用量比上一代混元 2 增长 68 倍。（AIHOT源：IT之家（RSS））

唐杰宣布GLM-5.3 Flash AA登顶OpenRouter

Ox Alpha = GLM-5.3 Flash AA = 57，以1/100的前沿价格， 由纯国产芯片驱动。在OpenRouter上实现了近20%的周token份额（第一）。 感谢大家的支持。（AIHOT源：X：唐杰（@jietang））

英伟达预计 2028 财年营收同比增 70%，黄仁勋称实际需求远高于此

英伟达预计 2028 财年销售额同比增长约 70%，CEO 黄仁勋称实际市场需求远高于这一数字，增速主要受供应能力限制。公司同时宣布将在 2027 至 2028 年向 AWS 额外供应 200 万块 GPU。第二季度营收同比增长 106% 至 962.2 亿美元，连续第 13 个季度创下营收纪录。（AIHOT源：IT之家（RSS））

亚马逊将英伟达芯片订单增至三倍，新增200万颗GPU

亚马逊与英伟达宣布扩大合作，将在2027和2028年为AWS数据中心新增200万颗GPU芯片，包括Blackwell Ultra、Rubin和Rubin Ultra。此前五个月亚马逊刚同意部署超100万颗英伟达GPU，英伟达称此后"需求超出预期"。双方未披露财务条款，但按GPU单价估算交易价值达数百亿美元。（AIHOT源：TechCrunch：AI（RSS））

英伟达 2027 财年半年报归母净利润 1180.1 亿美元，同比增长 161.1%

英伟达发布 2027 财年半年报，上半年营收 1778.37 亿美元，归母净利润 1180.1 亿美元，同比增长 161.1%，GAAP 毛利率 75%。第二财季营收 962.21 亿美元，同比增长 106%，环比增长 18%，归母净利润 596.88 亿美元，同比增长 126%。数据中心业务第二季度收入 890.23 亿美元，同比增长 117%，Vera Rubin 平台已进入全面量产。（AIHOT源：IT之家（RSS））

Gemini 3.5 Transcribe 发布：面向实时语音交互的高精度语音转文本模型

Google DeepMind 推出 Gemini 3.5 Transcribe 语音转文本模型，支持流式与非流式两种 API。据 Artificial Analysis 评测，其流式与非流式平均词错率分别为 4.0% 和 2.6%，支持超 85 种语言、自定义词汇及最多三人说话人识别。（AIHOT源：Google DeepMind：Blog（RSS））

Qwen3.8-Flash 开源，Qwen4 架构预览

通义千问发布 Qwen3.8-Flash，一款多模态 MoE 模型，作为 Qwen4 架构的早期预览并开放权重。该模型总参数 125B，每 token 仅激活 6B，训练成本仅为 Qwen3.7-Plus 的 1/9，性能全面超越后者。生产版 API 定价 $0.16/1M 输入 tokens 和 $0.47/1M 输出 tokens，原生上下文 262K，可扩展至 1M。（AIHOT源：X：通义千问 / Qwen (@Alibaba_Qwen)）

以色列资助的假美国智库试图利用AI进行宣传

一个打着"汉诺威公共政策研究所"旗号的亲以色列网站，在九天内发布了124篇、超56万字的报告，旨在优化内容以引导ChatGPT等AI聊天机器人引用其亲以观点。该网站由美国公司Piro Inc依据《外国代理人登记法》为以色列政府分发内容，其背后是以色列政府数千万美元资助、经Havas Media等第三方转手的更广泛宣传行动。（AIHOT源：Hacker News 热门（buzzing.cc 中文翻译））

FutureBuilder and StreamBuilder as Anti-Patterns: Why Your Async Boundary Should Be Far Away From Your Views

I'm 12. A senior dev broke my app. Then he became User #001

The agent posted successfully. To the wrong account.

Stratagems #25: Derek Changed the Delay. The AI Didn't Flinch.

Three small design decisions in a "toggle effects via CSS class" library, and the tradeoffs behind them

Claude Blog: Claude in Chrome is generally available

Claude in Chrome is now generally available on every paid Claude plan. Claude can now also take actions autonomously in the browser, instead of needing approval for every one. A safety classifier validates each action before it’s performed to ensure it’s safe and matches your request. Many of the tools you use every day connect to Claude . But many others don’t, such as internal dashboards, legacy systems, and vendor portals. Claude in Chrome lets Claude access those. It can view the page you’re on and take actions like reading and typing text, clicking links, navigating between pages, and filling out forms, using your existing logins. We first announced Claude in Chrome as a pilot last year, so we could test it while also shoring up our defenses against prompt injection : malicious instructions hidden in websites, emails, or documents that try to trick an AI agent into acting against th...

Claude Blog: Claude gets its own browser in Cowork

Claude now has a browser built into Claude Cowork on the desktop app. When a task needs to use a website, a browser opens in the side panel and Claude navigates webpages, reads them, clicks, and types. You can now hand off the web part of the task and stay where you are: Claude can fill in a form, pull numbers from a dashboard, or work through a portal that has no connector. No extension, no setup, and nothing shared from your own browser unless you choose to. Until now, giving Claude the ability to use the web in Cowork meant giving it access to your browser through the Claude in Chrome extension. When the work is on a page you already have open, that's still the right choice. But a lot of web tasks don't need your browser, just a browser, and now Claude has one. It's rolling out this week to Pro, Max, and Team plans in the Claude desktop app. Enterprise admins can turn it on for their ...

Sam Altman: i think we should do another party for our next model release, the 5.5 party ...

i think we should do another party for our next model release, the 5.5 party was a lot of fun. what would make the next one awesome?｜@sama · 热度 11613 · 2026-08-26

Thibault Sottiaux: A few weeks at OpenAI feel like years at other companies in terms of how much...

A few weeks at OpenAI feel like years at other companies in terms of how much gets done. Crazy how much you can age in a few days｜@thsottiaux · 热度 10917 · 2026-08-26

Claude: Claude now has its own built-in browser in Cowork

Claude now has its own built-in browser in Cowork. When your task involves a website, a browser opens in Cowork's side panel, and Claude navigates, fills forms, and finishes the job. https://t.co/yHDOTRQZ12｜@claudeai · 热度 8222 · 2026-08-26

Thariq: this was my change, excited to roll it out Claude now has a SendFeedback too...

this was my change, excited to roll it out Claude now has a SendFeedback tool so instead of you guys having to hit /feedback and write up a report, you can just tell Claude to draft and approve it the feedback helps us improve and understand problems, so it's very appreciated https://t.co/8IhMwspobv｜@trq212 · 热度 1129 · 2026-08-26

Peter Steinberger: codex' visualization feature got really good

codex' visualization feature got really good. https://t.co/Ik65LULsY2｜@steipete · 热度 571 · 2026-08-27

Claude: There's nothing to install

There's nothing to install. Claude's browser is built into the desktop app and stays separate from your own browser and logins. Rolling out over the next week on the desktop app for all paid plans: https://t.co/w4Ja60vZu6｜@claudeai · 热度 512 · 2026-08-26

Guillermo Rauch: We're shipping a cool security dashboard, but also the 𝚟𝚎𝚛𝚌𝚎𝚕 𝚜𝚎𝚌𝚞𝚛𝚒𝚝𝚢 𝚌𝚑𝚎𝚌𝚔 CLI

We're shipping a cool security dashboard, but also the 𝚟𝚎𝚛𝚌𝚎𝚕 𝚜𝚎𝚌𝚞𝚛𝚒𝚝𝚢 𝚌𝚑𝚎𝚌𝚔 CLI. Much like 𝚒𝚜-𝚊𝚐𝚎𝚗𝚝𝚒𝚌, you can call on agents to improve your security posture with human-in-the-loop, or run in crons. Who would have thunk CLIs would save the world 😁 https://t.co/xuVkD7KlHp https://t.co/SS4rnLhVep｜@rauchg · 热度 319 · 2026-08-26

Dan Shipper: Codex native apps are here! https://t.co/OMjAee4xYx

Codex native apps are here! https://t.co/OMjAee4xYx｜@danshipper · 热度 282 · 2026-08-26

Claude: If you prefer to work in your own browser where you're already signed in, Cla...

If you prefer to work in your own browser where you're already signed in, Claude in Chrome is now generally available on all paid plans. It remains your default if you already use it: https://t.co/4fDkGrY6YR｜@claudeai · 热度 269 · 2026-08-26

Aaron Levie: Yesterday, at Box we reported our Q2 results with revenue of $321.1 million f...

Yesterday, at Box we reported our Q2 results with revenue of $321.1 million for the quarter, up 9%, or 11% in constant currency (our highest constant-currency growth rate in 14 quarters), and we raised our full-year revenue target to $1.290 billion. Overall, this growth is being driven by the demand we're seeing from enterprises aiming to get the most out of their enterprise content and transform in the era of AI. As I shared on our earnings call, during the quarter I spoke with many enterprise technology leaders who highlighted their primary goals and challenges in implementing AI. One of the most common topics is how enterprises can get the right context to AI agents, as well as tap into the full value of their unstructured data, in a secure and governed way. The world’s most advanced superintelligence is only as useful as the underlying enterprise knowledge it has access to. Agents need access to the critical information that makes up the bulk of corporate knowledge --like contracts, research materials, financial documents, marketing assets, product roadmap information, and so on-- most of which lives within an enterprise’s unstructured data. We've long been able to query, calculate, and automate work that deals with structured data; but the vast majority of data in an enterprise is unstructured, often in the form of our enterprise content. Instead of sitting on millions or hundreds of millions of files they know very little about, companies can now use AI agents to ask questions about this data, mine it all for intelligence, and automate nearly any workflow that involves this enterprise content. The technology leaders I'm talking to are also recognizing that as AI model capabilities advance across AI labs --like OpenAI, Anthropic, SpaceXAI, Meta, Google, NVIDIA, and a variety of open-weight providers-- they will need applied AI platforms that can bring the full power of these models to their processes. And with AI token usage continuing to grow exponentially, the ability to draw the right cost-performance mix becomes essential. Rather than migrating data and workflows into separate systems to unlock AI's benefits, enterprises need the ability to swap models or agents on their workflows and information at any time. Finally, as we saw with the recent OpenAI Hugging Face incident, enterprises will increasingly need platforms that can securely protect their corporate data and ensure that neither humans nor agents can get access to information they shouldn’t have access to. As external AI agents interact with enterprise data, enterprises will need platforms that offer robust guardrails, comprehensive audit logs, and real-time security alerts to ensure content remains protected and governed at all times. Given all of these dynamics, there's going to be a tremendous amount of opportunity for various plays to bring intelligence to the critical workflows inside of enterprises at the applied AI layer. At Box. we're focused on building the leading intelligent content management platform to empower enterprises to transform how they work with their unstructured data at scale. And we're looking forward to partnering with all of the other companies bringing intelligence into organizations as well.｜@levie · 热度 263 · 2026-08-26

DietrichGebert/ponytail

Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.｜JavaScript · ⭐113965 · Search 增补 · 近快照 +1483星 · 创建 2026-06-12

stablyai/orca

Orca is the ADE for working with a fleet of parallel agents. Run any coding agent with your own subscription. Available on desktop, mobile and VPS.｜TypeScript · ⭐55216 · Search 增补 · 近快照 +951星 · 创建 2026-03-17

Graphify-Labs/graphify

Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.｜Python · ⭐111593 · Search 增补 · 近快照 +540星 · 创建 2026-04-03

calesthio/OpenMontage

World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI coding assistant into a full video production studio.｜Python · ⭐52295 · Search 增补 · 近快照 +8146星 · 创建 2026-03-29

zhaoxuya520/reverse-skill

Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端｜PowerShell · ⭐29858 · Search 增补 · 近快照 +279星 · 创建 2026-05-13

Nvidia agrees to acquire Hugging Face for $13B

https://www.theinformation.com/articles/nvidia-agrees-buy-op... (paywalled) https://techcrunch.com/2026/08/24/hugging-face-reportedly-in...

Microduck

507 Mechanical Movements

Book (1868): https://archive.org/details/fivehundredseven00browiala

Saving 100 terabytes of memory by optimizing 1.1.1.1's DNS cache

Small Models Have Arrived

昔日“彩电一哥”康佳宣布主动申请退市，2026 上半年归母净亏损 1.73 亿元

IT之家 8 月 28 日消息，昔日“彩电一哥”康佳 8 月 27 日晚发布公告， 以股东会决议方式主动终止公司股票上市 。 康佳公告称，鉴于康佳集团股份有限公司（以下简称“公司”或“康佳集团”）2025 年度经审计期末净资产为负值， 公司股票已被实施退市风险警示 ，依据《深圳证券交易所股票上市规则》（以下简称《深交所股票上市规则》）相关条款规定，若公司 2026 年度经审计期末净资产持续为负值，公司股票将被深交所终止上市。 为保护中小股东利益，根据《深交所股票上市规则》等相关法律、法规及规范性文件的规定，经公司董事会审议通过后， 公司拟以股东会决议方式主动撤回 A 股和 B ...

《GTA6》全新加长版实机预告在 Netflix 独家首播

IT之家 8 月 28 日消息，Rockstar Games 于北京时间今日（8 月 28 日）凌晨 3 点在 Netflix 平台独家首播了《GTA6》全新加长版实机预告《 GTA 6：分量十足的一瞥 》，以下为该预告片的公开宣传短片： 根据 Rockstar Games 官方的说法，该预告片将于美国东部时间 8 月 27 日晚上 9 点（IT之家注： 北京时间 8 月 28 日上午 9 点 ）在 Rockstar Games 官方 YouTube 频道以及《GTA6》官方网站上线。 根据 Netflix 的说法，《GTA 6：分量十足的一瞥》全部采用 PlaySt...

豆瓣 IMDb 双榜第一：影史经典《肖申克的救赎》4K 修复版首次登陆中国内地院线，IMAX 版本系全球首度呈现

IT之家 8 月 28 日消息，影史经典《肖申克的救赎》4K 修复版今日正式登陆中国内地院线。这是该片自 1994 年上映以来，首次在中国内地大银幕公映。 此次公映由华纳兄弟电影发行，提供 2D、CINITY LED 及 IMAX 等多种制式。IT之家注意到，IMAX 版本系全球首度呈现。 《肖申克的救赎》由弗兰克 · 德拉邦特执导并编剧，蒂姆 · 罗宾斯与摩根 · 弗里曼联袂主演。该片在 1995 年第 67 届奥斯卡金像奖中获得包括最佳影片在内的七项提名。 影片改编自斯蒂芬 · 金的中篇小说《丽塔 · 海华丝与肖申克的救赎》，讲述了银行家安迪 · 杜佛兰因冤案被判终身监...

世界人工智能开源大赛（GOAI）初赛评审结果暨晋级名单公告

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给 Agent 做“CT”：大规模 Agent 的可观测与质量保障体系

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大模型推理加速全链路：内存管理、编译优化、量化与并行策略

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Changes to SourceHut's terms of service regarding LLMs

Please stop flooding our projects with AI slop to furnish your CV

Announcing our first Maintainers in Residence

UNIX V4 workshop at Low Resource Computing

tailcat: like netcat, but over Tailscale's data plane, without Tailscale's control plane

A startup claims it’s found a drug to make your blood young

I knew I’d officially become a ‘longevity influencer’ this month when a company called Generation Lab reached out to offer me the chance to write about—and even receive—their new rejuvenation treatment, an injectable combination of two existing drugs which they call 1 Generation. This wasn’t just...

The Download: inside OpenAI’s Hugging Face hack, and a new EV takes on the US

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The inside story on why OpenAI agents hacked Hugging Face The models responsible for last month’s agent hack of Hugging Face had been inadvertently trained to ...

Rivian’s CFO is leaving the company

Claire McDonough is stepping down on October 30 to pursue a new opportunity, the company said in a filing on Thursday.

Bluesky adds an ‘algorithmic opt-out’ feature for those who don’t want to go viral

Sometimes people just want to post to their followers, Bluesky says.

Buried in Meta’s $18B settlement is a legal pass on kids’ data

Meta’s settlement with 29 states allows it to retain certain data from children under 13 to train and test age-detection models, highlighting a privacy trade-off built into the deal.

Meta addresses ‘pervert glasses’ reputation with a privacy fix and a new marketing campaign

Meta is updating its AI-powered smart glasses to close a loophole that allowed wearers to keep recording after covering the front-facing LED. Alex Himel, Meta's vice president of augmented reality, writes in a post on Threads that "the camera will now stop working if the light is covered during a...

GTA VI: all the news on Rockstar’s next entry in the Grand Theft Auto series

It’s been over a decade and two console generations since GTA V came out, and its sequel is still a work in progress. GTA VI has faced multiple delays, with developer Rockstar Games bumping back its predicted release date twice, eventually shifting to November 19th, 2026, a full year after its or...

GTA VI looks just as great as we could hope for

Netflix and Rockstar Games finally debuted their "extended look" at Grand Theft Auto VI. It showed that the new game looks to keep much of the spirit of GTA - exploration, driving, crimes, shooting, and cinematic story scenes. But everything just looks much better than previous entries, with impr...

新玩意 250｜少数派的编辑们最近买了啥？

关于栏目很多读者都会好奇少数派的编辑们到底平时都「买了啥」。我们希望通过「编辑部的新玩意」介绍编辑部成员们最近在用的新奇产品，让他们自己来谈谈这些新玩意的使用体验究竟如何。@小葵：超大号封闭式猫砂盆参 ... 查看全文

日常使用 Linux 的第六个年头，这些经验希望能打消你的顾虑

不知不觉，我日常使用 Linux 已经有第 6 个年头了。一个词概括，「舒适」。 查看全文

来自 1997 年的迷你笔记本电脑，东芝 Libretto 50M 怀旧手记

Matrix首页推荐Matrix是少数派的写作社区，我们主张分享真实的产品体验，有实用价值的经验与思考。我们会不定期挑选Matrix最优质的文章，展示来自用户的最真实的体验和观点。文章代表作者个人观点 ... 查看全文

台风

有事没事就庆祝一下的家族

从绿色算力到词元经济

华为阔直板开启预订

90后亿万富翁孙宇晨商业版图

小边牧到家第一天就开始牧猫了

郑钦文vs普里丹金娜

赵心童登顶世界第一

react-bits：把动效组件库当成前端表达的参考系

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