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星期四

  1. Fortune AI

    Anthropic 新加坡办公室开业,联创 Benjamin Mann 称因 AI「两用」风险不会放弃对客户使用的监管

    Anthropic 联合创始人 Benjamin Mann 在新加坡办公室开业活动上表示,因 AI 技术具有「两用」性质,公司不会放弃对客户如何使用其最强模型的监管,并要能发现和捕捉滥用行为。Anthropic 称新加坡在 Claude 使用量相对人口排名中位列 121 个国家第二,GovTech 超 1500 名工程师使用 Claude Code,DBS、GIC 和 Grab 也在使用 Claude。Mann 还称开放权重模型一旦发布就没有真正可抵御开放的安全保障,无法再收回。

    said. “Once those models are out in the public, they can’t be put back in the box.” “Regardless of what countries choose to do, they should be aware that if their actions are encouraging an open-weight ecosystem, this is part of a broader risk that the world is taking,” he continued. Anthropic CEO Dario Amodei has pushed AI companies to slow their releases by a year or two, to let oversight and security work catch up. The safety debate has intensified as researchers document AI agents from OpenA

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  2. Fortune AI

    Peter Thiel 称奥巴马与教皇 Leo 借 AI 恐惧谋利,再谈「敌基督」

    Peter Thiel 在 9 月 28 日和 10 月 5 日于纳什维尔举行的闭门讲座中,指责奥巴马和教皇 Leo XIV 利用公众对 AI 的焦虑提升自身声望,称教皇借 AI 转移教会性侵丑闻的注意力。这是他「敌基督」系列讲座的最新一站,此前已在旧金山、巴黎和罗马开讲。Thiel 还批评有效利他主义运动「洗脑」了大量 AI 从业者,其反监管立场与 Dario Amodei、Sam Altman、Elon Musk 呼吁放缓 AI 前沿发展的表态形成对比。

    lectures, Thiel questioned why so many public figures are weighing in on AI, and singled out Obama and the pope. “Many people know that AI is politically unpopular and want to leverage that to boost their own popularity,” Thiel said. “Both Obama and the pope fall into this category. Obama knows the Democrats have no ideas, but they can at least oppose AI.” Obama recently urged Democrats to develop a clear AI plan. At a September fundraiser, he told House Minority Leader Hakeem Jeffries that Demo

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  3. Fortune AI

    Dentons 全球 CEO:AI 无法替代的东西,可能正是你最大的竞争优势

    Dentons 全球 CEO Kate Barton 撰文指出,AI 提升了日常工作效率,却可能让人错失走廊闲聊、临时请教同事等非正式互动,而这些正是建立信任与利益相关方关系的关键。她援引 2026 年 Edelman Trust Barometer 称,人们对遥远机构和领导者的信任正在下降,而对同事和雇主的信任在上升。她建议投资有意义的连接、让组织感觉更小、以倾听来领导并保持一致性。

    , the more important it is to bring people together in meaningful ways, strengthening bonds between teams and different parts of the business. Our local leaders and teams are encouraged to prioritize communication and to learn from each other by sharing best practices and knowledge. We’ve been intentional about creating global communities which are built around our clients’ priorities but provide our people with opportunities to work together towards a common goal – our clients’ success. When pe

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  4. 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。

    — starting with its many child victims.” Indeed, earlier this year, OpenAI CEO Sam Altman outlined a public wealth fund that would distribute AI revenues to people, partly to encourage them to invest in AI companies. A representative for OpenAI didn’t immediately respond to a request for comment. ChatGPT knew a user was only 12 The lawsuit filed this week detailed several exchanges between the 12-year-old girl plaintiff (referred to as “MC1”) and ChatGPT. At one point, the girl said she was only

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  5. 9to5Google

    Gemini AI Plus 下月起不再提供 Pro 模型访问权限

    Google 已开始向 Gemini AI Plus 会员发邮件,通知其订阅将不再包含高级模型访问权限,仅保留 Flash。4.99 美元/月档位届时只能使用两个模型,19.99 美元/月档位则获得 Argon 访问权限,两档差距进一步拉大;免费版仍保留 Flash-lite。Google One 团队在邮件中提示用户可随时管理或取消订阅。

    tween the two. Google is still keeping the free plan around, which leaves everyone with access to Flash-lite. Of course, these subscriptions tie into Google Workspace for cloud storage and other perks, like YouTube Premium. Still, the $4.99/month plan seemed like a good deal for those who wanted access to more capable models for more than just passive chats. More on Gemini: Google Home update rolling out with improved Favorites, more app & Gemini fixes Google Antigravity is now built into Gemini

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  6. 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。

    t below. The Lenovo Chromebook Plus 14 was one of the first to ship with MediaTek’s Kompanio Ultra chip, and this particular config pairs that with 16GB of RAM and 256GB of UFS storage. It also sports a 14-inch OLED touchscreen with a 1920 x 1200 resolution, which gives it a much nicer display than the basic panels you’ll usually find on more affordable ChromeOS machines. You’re also getting Google’s AI-powered Chromebook features here, including Smart Grouping and tools in the Gallery app for t

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  7. Hugging Face

    Hugging Face 在 Diffusers 中接入 FLUX.3 Image Klein

    Hugging Face 在 Diffusers 中接入 Black Forest Labs 的 FLUX.3 Image Klein,一个模型同时支持文生图、多参考图生图和边界框布局控制。蒸馏版 checkpoint 在 H100 上约 2 秒生成一张 1024 × 1024 图像,默认 16 步;NVFP4 与 FP8 权重可通过 from_single_file 加载以适配更小显存。该模型以 Modular Diffusers pipeline 形式发布,并提供文生图与图像编辑的 LoRA 训练脚本。

    ox in the output). A region with the same two boxes stays where it is. This example moves the knitted knight up and to the left, and pins the backdrop, the cliff, the needle, the dragon, and the fire: Base model and quantized variants Base model Everything above uses the distilled checkpoint. The base checkpoint runs 50 steps with classifier-free guidance, and it's the one to fine-tune (see LoRA finetuning ). Single-file format checkpoints Black Forest Labs also ships the transformer as a single

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  8. 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。

    global technology policy, including work shaping India’s net neutrality framework. As part of the founding team at CricInfo (later acquired by ESPN), he pioneered live sports coverage online, and he later built a commercial GPT-3 application before ChatGPT’s release — reflecting a career spent bridging research with entrepreneurial deployment. Phil Venables spent 17 years as Goldman Sachs’ first Chief Information Security Officer (CISO) and later became Google Cloud’s founding CISO, where he le

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  9. MarkTechPost

    Datalab 发布 OmniParseBench:16,288 项通过/失败测试的开源 OCR 文档解析基准

    Datalab 发布开源 OCR 文档解析基准 OmniParseBench,用 16,288 项 yes/no 测试覆盖 2,937 页、2,343 份文档和 92 种语言,数据集与代码公开。首发榜单中 Gemini 3.8 Flash 以 92.9 居首,Datalab accurate 以 92.7 紧随其后,Claude Sonnet 5.5 拿下最高文本 93.1 和表格 95.4 分。该工具为评估框架而非模型,可用 uv pip install omni-parse-bench 安装,需 Python 3.11+,离线评分无需 API key。

    , top systems are separated by output conventions and overfitting, not reading. Each olmOCR-bench test also sits in 1 bucket, set by its page’s source. A handwritten table gets averaged into whichever bucket its page landed in. ParseBench from LlamaIndex splits parsing into 5 capabilities, each with its own metric. Datalab argues those scores share no unit, so they cannot be compared or combined cleanly. How does OmniParseBench scoring work? The final score is the mean of 3 family scores: text,

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  10. MarkTechPost

    SpaceXAI 发布 Grok Voice 3.0,登顶 AA 语音对话指数

    SpaceXAI 发布语音到语音模型 Grok Voice 3.0,在 Artificial Analysis Speech-to-Speech Index 上以 86.9 分排名第一,高于 GPT-Live-1(Astra, medium)的 83.2 分和 Gemini 3.8 Live Extended Thinking 的 82.6 分。该模型通过 /v1/realtime WebSocket 端点以 grok-voice-3.0 提供,仅托管 API、无开放权重,价格维持 $0.08/分钟,首音频延迟 0.81 秒。其 τ-Voice 得分 71.6%,仍低于 GPT-Live-1 的 74.5%。

    ections search, web search, X search, remote MCP servers and custom functions. How does Grok Voice 3.0 perform on benchmarks? The AA Speech-to-Speech Index is an equal-weighted average of 4 components. Those are Big Bench Audio reasoning, τ-Voice agentic performance, Speech Agent Arena preference and task success rate. Grok Voice 3.0 scores 86.9. GPT-Live-1 (Astra, medium) scores 83.2, Gemini 3.8 Live Extended Thinking 82.6. Grok Voice 2.0 scored 81.3. Component results are strong, not uniformly

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  11. MarkTechPost

    openKylin 在 OSS EU 2026 发布 KART 统一 AI 运行时与系统级智能体环境

    openKylin 在 Open Source Summit Europe 2026 上提出从“资源管理”转向“意图管理”的 OS 新范式,并发布 KART 统一 AI 运行时、kytensor 本地推理引擎及系统级智能体执行环境。openKylin 3.0 已集成 AI 助手、全局智能搜索和智能空间三项桌面能力。其 RVV 内核优化在 ONNX Runtime FP32 推理上实现 2–5× 加速,并计划将相关优化与推理框架适配工作贡献至上游。

    Add as a preferredsource on Google Open Source Summit Europe 2026 (OSS EU 2026) took place in Prague, Czechia, from October 7 to 9. On October 8, Min Liu, Executive Director of openKylin, delivered a main-stage keynote titled “From AI Runtime to System Agents: Reimagining Linux for the AI Era with openKylin,” introducing KART, a unified AI runtime, along with a system-level agent execution environment. Jianfeng Li, a member of the community’s Technical Committee, also delivered a lightning talk

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  12. 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。

    y skill. A worked example shows how agents learn the way team leads actually close out a sprint. CLiF targets the pains slowing agent teams, including evals, context bloat, cost, fragmented stacks, and shadow AI usage, and runs fully self-hosted. What Agent Tracing Misses Most agent observability today is centered on the agent. Tracing tools capture prompts, tool calls, and model outputs, which shows where the agent went wrong while leaving the correct path out of view. Product analytics covers

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星期五

  1. 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。

    l 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 preying on the vulnerable, according to the lawsuit. “OpenAI is hurting kids and they are lying to Iowans,” Iowa Attorney General Brenna Bird s

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  2. Fortune AI

    Marissa Mayer:谁说知道 AI 会怎么发展,不是撒谎就是傲慢

    Marissa Mayer 在 Fortune 最具影响力女性峰会上表示,没人知道 AI 将如何发展,声称知道的人是“撒谎或傲慢,或两者兼有”。她把 AI 出现负面结果的概率估为“远低于 50%”,并认为美国公众对 AI 的态度已转向负面,行业早期的姿态“或许过于轻率”。她目前创办的个人 AI 助手 Dazzle 于 9 月 29 日正式发布,可学习用户手机照片,目前仅限邀请使用。

    ying or arrogant or both,” Mayer told Fortune executive editorial director Diane Brady on stage at the annual Most Powerful Women Summit in California, when asked about the debate raging over the frontier AI labs. The uncertainty cuts both ways, said Mayer. “We have to acknowledge that there is a possibility that things won’t go well,” she said. But Mayer put the odds of a negative outcome at “well less than 50%,” noting that even some AI doomers would agree with her. “What that really means is

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  3. 9to5Google

    Gemini 4 Argon 上线 Google Antigravity,面向 AI Pro 订阅用户

    Google 开始向 AI 编程工具 Antigravity 推送 Gemini 4 Argon 支持,该模型于 9 月底发布、本周早些时候已大范围向用户开放。Google 同时给出内部使用案例,包括用 Argon 将 YouTube 评论前端 CPU 占用减半、在 3 小时内关闭 134 个积压 bug 中的 97 个(队列减少 72.4%),以及把 Fortran 遗留代码重写为 Rust 并获得 1.8 倍性能提升。

    72.4% queue reduction) and sorted the remaining 37 by owner with no unassigned tickets left. Migrating legacy code: For decades, vital scientific research has been locked inside fragile legacy codebases like Fortran. Using a custom skill within Antigravity, a team deployed Argon to map and execute a complete rewrite into modern Rust. Argon autonomously delivered the modernized codebase, achieving a 1.8x performance boost and memory safety while giving scientists a robust foundation for future w

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  4. Microsoft Research

    微软研究院发布 Magnetar:基于标准哈希的通用零知识证明虚拟机

    微软研究院发布 Magnetar 零知识证明虚拟机,可证明用 Rust、Go 或 C 编写的 RISC-V 程序执行,安全仅依赖 SHA-256、SHA-3 等标准哈希函数,无需椭圆曲线、格假设或可信设置。在笔记本上它每秒可证明 720 万至 870 万条处理器指令,在 15 个基准程序上平均比现有最快的 zkVM 快 10 至 39 倍,证明验证约需 12 毫秒。该成果是微软研究院十余年可验证计算研究的延续,整合了 Spartan、Brakedown、Jolt、BinarySpartan 等系列工作。

    will still be trusted many decades from now. Magnetar makes major progress on all three challenges. It proves programs written in Rust, Go, or C, runs 10 to 39 times faster on average than the prior fastest comparable systems, and rests its security only on standard hash functions. It is the latest result of more than a decade of research at Microsoft Research on making zero-knowledge proofs practical. A new form of computing Every result a computer produces comes with an implicit question: did

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  5. Hugging Face

    NVIDIA 发布 2.8 万亿 token 的 Indic 预训练语料与开放数据生成流水线

    NVIDIA 公开了一套 Indic 预训练语料与数据生成流水线,语料含 2601.0 亿原生文字 token 和 224.6 亿罗马化 token,覆盖 22 种语言。流水线基于 NeMo Data Designer 和 Gemma-4-31B-it,对 12 种语言做翻译、质量评估与修复,仅保留 75 分以上输出,共挽回 438.4 亿 token。Nemotron 3.5 Super VL 在 Indic 持续预训练后,MILU、Indic MMLU-Pro、Indic ARC-Challenge、Indic ARC-Easy 和 Indic GSM8K 五项基准提升 4.98 至 9.82 个百分点。

    he separate Indic Translate workflow described below. The twelve-language workflow For these twelve languages, we translate documents in full so the model can use context across paragraphs, tables, and equations. We selected Gemma-4-31B-it by comparing models on complete documents, checking translation quality and preservation of technical content. Our prompts distinguish prose to translate from content to preserve, including code, equations, URLs, and formatting. After translation, we use the s

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  6. 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。

    larger, sparser model than MAI-Base-1, trained on more data. We trained MAI-Base-2 on 16k GB200 GPUs over 38 days in August and September 2026. Over the course of the run, the average MFU (model FLOPs utilization) was 21% and the goodput (the fraction of time training progressed) was 89%. Our MFU is normalized by 2.5 PFLOPS (GB200’s theoretical max in BF16) and excludes FLOPs for rematerialization and the optimizer. We compare pre-trained models on held-out text using bits-per-byte (BPB), which

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  7. Meta Engineering Blog精选

    Meta 如何用 AI 智能体工程方式构建 Forum 应用

    Meta 工程团队分享了用智能体 AI 构建独立 Groups 应用 Forum 的实践,把 AI 智能体当作工程流程的参与者而非打字加速器,并以通过构建、测试和评审的已验证产出而非代码量衡量成功。团队把自动化验证信号接入智能体循环,用导航智能体模拟真人操作做回归测试,并采用与生产共享代码库但把原型代码完全编译出生产构建的沙箱构建方式。Forum 在八周内达到与 Facebook Groups 的核心功能对齐,自主压力测试在开发阶段发现并修复了一处内存问题,使内存占用和页面错误约减半。

    ature parity with Facebook Groups in eight weeks, with AI handling much of the routine implementation so engineers could focus on architecture, product decisions, and quality. Leverage that lasted: After launch, agent-driven investigation helped engineers triage and root-cause user feedback. The AI did more than generate code. It tightened our quality loop, helping a small team deliver a high-quality app with less ongoing rework. Acknowledgements We thank Neeharika Sinha, Jane Kou, Gang Yang, Gu

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  8. Anthropic Alignment Science Blog

    Anthropic 用强化学习训练对齐审计智能体

    Anthropic 用强化学习训练 LLM 对齐审计智能体:在系统提示中植入隐藏行为的目标模型上微调 Haiku 4.5 后,其在留出评估上的审计质量追平 Opus 4.6,并能泛化到不同 scaffold 中更难的目标。最佳配置(参考成对奖励 + 50% 校准训练)审计质量达 72.7(Opus 4.6 为 68.0),误报校准保持 99.6,真实性从 4.6 升至 14.0。点式奖励会被 reward hacking,成对奖励更稳健,混入良性目标对压低误报率是必要的。

    se positive calibration stays above 99%. Realism improves to matching Opus 4.6 despite not being independently optimized. Error bars are 95% CIs across seeds, with n=3 rollouts averaged per seed. What did the auditor learn? We apply contrastive clustering, following Clio (Tamkin et al., 2024), to 81,000 evaluation transcripts: a small extractor summarizes each transcript's strategy in one paragraph, the summaries are embedded and clustered, and the clusters are named contrastively and rolled up

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