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d the great majority of battery recycling capacity is in China. So battery materials from North America must be shipped back across the ocean to be stripped of useful minerals and metals. (Though the Trump administration in August said it would ban this practice, in a bid to stem the stream of critical materials headed for recycling in China.) Repurposing can bridge initial use and recycling. After Moment receives a used battery pack, the company screens each cell for health and safety, plugging

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power is abundant and discharge when the grid needs a boost. Lithium-ion batteries are the fastest-growing storage technology. Although light and energy-dense, they require pricey metals and are costly to scale, and few of the large batteries of this type used in industry are designed to store energy for longer than four to six hours. Form Energy wants to build cheaper long-duration energy storage technology. The company has developed a new type of battery, built with a far more abundant and che

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能助長一場不負責任的軍備競賽。 今年2月，美國國防部副部長埃米爾·邁克爾（Emil Michael）被問及五角大樓為何不接納 Anthropic 的合同限制時說：「我們確實必須為中國正在做的事情做好準備。」 圖像來源，Getty Images 有限的報道也揭示出中國的努力。路透社2024年根據研究論文稱，包括解放軍軍事科學院下屬機構研究人員在內的團隊，利用 Meta 公開發布的早期 Llama 模型，開發出名為 ChatBIT 的工具，研究其在情報處理和作戰決策支援方面的用途。 另一條路徑是無人裝備。2025年九三閱兵中，中國展示了多種無人系統，涵蓋無人潛航器、無人機及「機器狼」。 競爭之外，中美也曾劃出共同底線。2024年11月，習近平與時任美國總統拜登（Joe Biden）達成共識：動用核武器的決定必須由人類掌控，不能交給 AI。但這並非針對所有軍事 AI 的禁令，也未釐清常規武器、情報分析與目標識別的使用邊界。 Anthropic 事件凸顯的，正是 AI 軍事化邊界的模糊：政府以應對競爭對手為由，要求更大的使用權限；企業則試圖守住限制。即便最終決定仍由人作出，如何避免人在高速決策

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级。例如：“本文对语言提出了一个有用的视角。它从根本上改变了我们对写作意味着什么的理解。”人类写作者一直都会用这种写法，但生成式 AI 以惊人的一致性产出这一模式。 然后是破折号——最早也最被嘲弄的 AI 特征。它从来就站不住脚。一位写作者把同一个提示词输入六个聊天机器人，结果从 ChatGPT 那里在 573 个词中得到了八个破折号，而 Gemini 或 Meta AI 一个都没有。 这再次印证了这一教训：单个线索并不可靠，但它们的累积才重要。 冗长的文本 生成式 AI 使用的另一个线索是文本长度。 《大西洋月刊》的一名记者描述了这样一件事：在约翰内斯堡一名司机撞到她之后，他在现场慌乱而语无伦次的举止，仅半小时后就变成了一段用精雕细琢的散文写成的冗长文字。当她后来联系一位此前短信中满是简写的修理工时，他的回复也带着同样独特的 AI 腔调。 人类语言受到精力和时间压力的塑造。生成式 AI 消除了其中大部分成本。现实中，一个人可能会发短信说：“抱歉，要迟到了。堵车太糟了。20 分钟后到。” AI 可以迅速把它变成一段话，解释意外的交通拥堵，表达诚挚的歉意，并感谢收信人的耐心。那个更长的版

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for two weeks (Nous). Eleven v4 Turbo tops AA’s Provider Voice TTS arena at half the price of v4 (AA) SemiAnalysis limit testing: SemiAnalysis tested plans from Anthropic, OpenAI, Meta, SpaceXAI, MiniMax, Moonshot, Cursor, Cognition and others. It found that Claude subscriptions deliver 5x+ more API-equivalent value than OpenAI plans (report).Methodology: Value depends on the credit cost of each model and token type, not on list API prices (thread); Task-cost adjustment: Adjusting for task cost

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，就人工智能的风险与惠益开展交流，下一次对话定于今年11月举行。9月29日，美国总统特朗普签署行政令，要求联邦政府在官方文件中以“超级智能(SI)”取代“人工智能(AI)”，并在60天内提出“超级智能”的联邦法定定义。多方分析认为，此举在于在联邦层面推进AI监管立法，并将各州参差不齐的监管标准进一步收束至联邦。同日，特朗普与OpenAI、Anthropic、Meta、谷歌、英伟达等企业签署了名为《前沿责任联合承诺》的“自愿性”AI安全协议，承诺通过独立评估等方式加强AI系统安全管理。 但关于AI，或许我们需要考虑更根本的问题：AI将沿着什么方向发展？当创新资源集中于少数科技巨头，技术路线偏向自动化和替代劳动时，AI带来的生产力与收益能否惠及更广泛的行业、劳动者和社会群体？如何让更多人参与塑造AI，又怎样让AI的发展成果更广泛地惠及社会？ 蒋余浩的文章从“生产率悖论”“波兰尼悖论”和“创新悖论”出发，指出当下AI发展并非只有技术能力的问题：新技术尚未普遍转化为各行业的生产率提升，应用仍受限于可编码、可重复的任务，而由巨头主导的创新方向，也未必回应经济社会多样的实际需求。问题不只在于AI能

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learning pipeline around the NVIDIA Cosmos3-DROID dataset without downloading its 707 GB repository locally. We first introspect the LeRobotDataset v3.0 structure and construct a metadata graph from info.json, task metadata, episode tables, and dataset statistics, then use HTTP byte-range access with PyArrow to selectively read Parquet row groups and columns. We convert individual episodes into state-action trajectories and analyze joint motion, gripper events, Cartesian end-effector paths, and

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That decision drew backlash from some Claude users , who argued they had supplied “the instructions, context, decisions” while Claude was just “the tool.” OpenAI had built a text watermark before but held off on releasing it, partly over concerns that users would switch to rivals that didn’t watermark, The Wall Street Journal reported in 2024. Anthropic, Google, Meta, Microsoft, and OpenAI are among the companies that have committed to following the EU’s code of practice on AI-generated content.

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ers. Reflection is positioning itself against closed labs like Anthropic and OpenAI, against popular open models from Chinese developers, and against Western players like Mistral, Meta, and Cohere. Its most direct U.S. rival might be Inkling , the open model from Mira Murati’s Thinking Machines Lab released in July. Reflection’s own benchmarks show that Beam outscores Inkling on four coding tests where both report results, but Inkling is a multimodal model and Beam is text-only. Reflection was f

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own backers, one person said. These fundraising talks are early, so terms of any deal, should one happen, may change. Etched declined to comment. While this may seem like a fast timetable to raise another mega round, Etched is pursuing a particularly expensive segment of the AI industry: building full AI hardware systems powered by its own proprietary chips. The person familiar with these offers said that if it raises as much as its last round, this could give Etched a cushion of as much as 3.5

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AI agent will work even if a user’s friends haven’t joined Instinct, the company said. With the launch, Instinct moves ahead in its battle with top competitors in the space, like Meta’s Muse. The latter doesn’t yet offer the group chat functionality, though Meta’s older app, Meta AI, can be added to group chats on WhatsApp, Messenger, Instagram, and Facebook. Instinct in group chats Starting today, early access users can add Instinct to group chats. A new Instinct joins and works for the whole

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services – the companies adopting GenAI software and making infrastructure purchases to run that GenAI in production. The biggies here are Google, Microsoft, Amazon Web Services, Meta Platforms, and ByteDance. From 2026 onwards, Synergy Research’s principle analyst, John Dinsdale, is expecting for revenue growth among these service providers to grow faster than they did from 2020 through 2025. If you add up the revenues from all of these service providers for 2025, 2026, and 2027 together (and

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ut the AI company’s knowledge earlier this year, which was followed by revelations of numerous other agents or swarms of agents — including from other AI companies like Anthropic, Meta, and Google — acting against real-world targets. The incidents have raised questions not only about how well AI companies can control their own tools, but also how reliably they let the world know when things go wrong. Australia’s prime minister, for example, excoriated OpenAI and Altman for failing to alert offic

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据中心的发展面临越来越多的政治和社区阻力，但项目数据和我们更新的容量估算表明，到2027年美国数据中心的增长前景基本不变。” 这家华尔街投行预测，美国数据中心的电力需求在2026年将增长38%（即12吉瓦），2027年同样增长38%（即17吉瓦）。 根据路透社/益普索6月的一项民意调查，只有三分之一的美国民众认可美国数据中心的建设速度。 调查显示，仅有14%的受访者支持在其所在社区建设数据中心，以支持Meta、Alphabet、亚马逊、微软以及埃隆·马斯克的xAI等科技公司的AI项目。 “公众情绪已变得更加消极。”高盛补充道。随着11月3日美国中期选举脚步渐进，美国民众对数据中心的强烈反对给共和党人带来了政治挑战。 “美国各地的社区不想要数据中心的唯一原因，是他们最终想要变得落后且贫穷。如果他们想要变得成功且富裕，享受大幅降低的税负和遍地的就业机会，那就让数据称王（Let Data Reign）吧。”特朗普发帖称。 收起; 推理支出2026年首超训练：“Token工厂”崛起 AI基础设施投资逻辑生变｜深度 收起; 都在接DeepSeek、WorkBuddy，券商AI最终靠什么拉开差距？

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from an initial test group of advertisers. The ads will also be clearly labeled and won’t influence the answers ChatGPT provides, the company notes. The move follows the launch of Meta’s Muse, an agentic AI app which is free to everyone and a growing competitor for leading AI chatbots, like ChatGPT. OpenAI introduced ads earlier this year to support its free and low-cost subscription tiers, and expanded them to India in August. Now, the plan is to woo online advertisers who want to appeal to the

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xia content. All of that came down to being speech regulation. The companies knew this; the tech companies absolutely knew this. And I remember they would put up billboards in DC. Meta would put up billboards saying, “We welcome regulation.” Then I would listen to the ideas for regulation, and they would crash headfirst into the First Amendment, and then nothing would happen. And it seemed like that paralyzed us from doing things like privacy regulation, because it was tied up next to the very i

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s 🧑‍💻 Tines 3B - Empower teams to build with AI while giving IT and security complete visibility, control, and governance ; 🔵 Dot - OpenAI’s new always-on agent; 🖥️ Muse Gadgets - Meta's open-source code for building DIY Muse devices; 🐦 Kolibri - Aleph Alpha's open German-English reasoning model Sponsored Listing 📰 Everything else in AI today OpenArt launched an AI video agent that turns a concept into a complete, long-form film, anime, or ad, handling the storytelling and editing rather than ju

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在社交媒体发帖称： 从事人工智能研发的人当中，有不少真心认为，到这个十年末，AI 有可能毁灭全人类。 他还公开批评OpenAI和Anthropic在缺乏充分安全保障的情况下推进超级智能研发，认为相关做法是“拿生命冒险”。 9月29日的白宫“超级智能午宴”，正是在这种社会气氛下举行的。 当天的重头戏，除了给“人工智能”改名，特朗普还与Anthropic、谷歌、Meta、英伟达、OpenAI和xAI六家美国AI巨头负责人共同签署《白宫超级智能协议：前沿责任联合承诺》。 美国总统 特朗普：他们今天签署的协议意义重大。今天来的都是该领域最顶尖的人物，这是一场真正的“大咖云集”的会议，我不知道未来是否还会有这样的机会，但今天确实是非常特殊的一天。这份协议几乎可以被视为一种独立存在的“宪法”。 但细心的网友却发现，这份所谓“关乎人类命运”的重磅协议，在总统签名之下，竟把美国国名给拼写错了，“United”里的最后一个字母“d”写成“s”。有网友讽刺说，所有签名都出自那些所谓的天才之手，但竟然没有一人发现。 当然，相比拼写问题，协议内容更重要。约300字的协议，包含了AI巨头们要采取的“四层控制与审

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2023年4月7日，阿里云开始向企业客户发放一款名为通义千问的模型的邀请码。这个名字部分取自哲学家孟子。 四天后，在北京举行的阿里云峰会上，时任CEO张勇公开揭晓了它。阿里巴巴表示将把该模型融入所有业务，首先从钉钉和天猫精灵语音助手开始（《中国日报》）。 真正的转折出现在8月。2023年8月3日，阿里巴巴开源了Qwen-7B和Qwen-7B-Chat，这是对Meta的Llama 2的直接回应。Qwen-7B在超过2.2万亿个token上预训练，上下文长度为2,048个token。其许可证对月活跃用户低于1亿的商业用途免费。 视觉能力在数周内跟进。首个视觉语言分支Qwen-VL于2023年8月下旬发布。 2023年9月13日，通义千问向公众开放，这标志着中国监管部门的批准。同月，团队在arXiv上发表了《Qwen技术报告》。 这一年以规模收尾。阿里巴巴于2023年12月1日前后发布了72B和1.8B模型供下载。Qwen此时已覆盖从笔记本规模到前沿规模的开源权重。 第二章——2024年：开源权重机器 2024年是Qwen成为开发者默认选择的一年。团队在8个月内发布了3代模型。 Qwen1.

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Argus previously delivered on this surface. Sona is not the first end-to-end generative recommender in production. Kuaishou’s OneRec already serves a single encoder-decoder model. Meta’s HSTU Generative Recommenders reframed recommendation as sequential transduction over user actions in 2024. What Sona combines is a full cascade replacement, no hand-engineered features, and a distilled ranker, validated online. Sources: Sona, OneRec, HSTU. Online gains come from different platforms and metrics,

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