Gary Marcus 批评 Dario Amodei 七天内三度失信
Gary Marcus 发文列举 Dario Amodei 在七天内损害自身公信力的三种做法:其一是让与 Anthropic 关系密切的 METR 和已有业务往来的 Accenture 充当独立监督方;其二是 Anthropic 正筹备自建湿实验室,却缺乏常规机构审查委员会监督;其三是嘴上呼吁"pace the frontier",实际仍指向 IPO。
Gary Marcus 发文列举 Dario Amodei 在七天内损害自身公信力的三种做法:其一是让与 Anthropic 关系密切的 METR 和已有业务往来的 Accenture 充当独立监督方;其二是 Anthropic 正筹备自建湿实验室,却缺乏常规机构审查委员会监督;其三是嘴上呼吁"pace the frontier",实际仍指向 IPO。
Google Research 发布 MilleMiglia,一个用 C++ 编写的实例生成器,用于为中段物流(middle-mile)配送问题生成真实且保护隐私的基准数据,源码与文档已在 GitHub 开放。
Google Cloud 宣布 AlloyDB 和 Cloud SQL for PostgreSQL 17+ 预览原生 BM25 索引,基于 Tiger Data 的开源 pg_textsearch 扩展,无需再维护独立的全文搜索后端。
a16z 图表周报引用近期论文和 SensorTower 数据指出,AI 代码生成工具让每月新应用数量在 iOS、Android 和 Chrome 上翻倍甚至翻两番,但下载量和评分基本停滞,达到 10+ 评分或 100+ 下载等规模的应用占比大幅下降。
Anthropic 在 Claude Code 推出 Projects,让单次对话可派生并行云端会话、在线程间传递上下文,并在用户离开后继续运行。Google 为 Gemini 托管智能体更新 Antigravity harness,新增 Credentials API 与 Files API,称成本最多降低 30%、缓存命中率提升 22%。
Google Research 公布一项研究实验,让教师借助生成式 UI(GenUI)创建贴合课程目标的互动学习模拟,并同步开放 30 多个面向初高中 STEM 的英文学习互动样例库,均由 AI 生成、教师审核。
CC the entire fam 🤝! Today, we’re announcing the new CC – an AI agent built for families to spend less time on logistics and more time together. You can now: 👤 Add up to 5 members to your CC agent ☀️ Start mornings aligned with a shared "Your Day Ahead" brief email 🗓️ Autosync schedules & to-dos with a shared Google Calendar and Tasks 💬 Coordinate in Google Chat with CC to offload relevant tasks (ie., crafting weekly meal plans, school supply shopping lists, etc) 📝 Delegate paperwork (ie., permission slips, forms, and more) for CC to complete under your direction 📌 Keep tabs on the details – CC remembers what applies to everyone (ie., family grocery lists, favorite restaurants) versus what applies to one person (ie., dietary restrictions, local timezones) Ready to keep everybody on the same page? Join the waitlist or upgrade your existing CC (US only, 18+): http://labs.google/cc
播客好友 @stevenbjohnson 展示了他最喜欢的 Notebook 移动应用用法之一 🤯
The camera feature in the @Gemini_Notebook mobile app is so transformative for on-the-go research. I was up in the Sierras working on a new project, and I just took photos of everything, like this museum display. Then I asked for a detailed report of all the info in the image. The text below is what I got back. (I fact-checked it myself and it was 99% accurate -- and some of the text it transcribed is so blurry in the image that it was hard for me to read it.) Next step is to generate documents like this for all the photos I took, and then ask Notebook to highlight all the information that adds something new to the existing knowledge base of sources I've already collected, or is particularly relevant to my latest writing and outline for the project. Truly magical. Mariposa Museum Exhibit Reference: Mariposa in 1859 & Gold Rush Era This reference document consolidates all text, photographic captions, historical statistics, newspaper clippings, and exhibit overlays displayed on the Mariposa Museum exhibit panel regarding Mariposa during and after the Gold Rush. 1. Exhibit Overview & Key Headlines Main Title: "THIS WAS MARIPOSA IN 1859 – ONLY 10 YEARS AFTER THE GOLD RUSH BEGAN." Historical Context Sub-headline: "PORTIONS OF THE TOWN HAD BEEN REBUILT AFTER THE FIRE OF 1858.. & PARTS OF IT WERE DOOMED TO BE DESTROYED IN 1866" Display Overview: The exhibit centers on a large 1850s panoramic photograph of Mariposa, annotated with street names, landmark locations, and population statistics, flanked by contemporary hotel advertisements, fire reports, medical artifacts, and photographs of civic buildings. 2. Demographic & Real Estate Statistics (1850s vs. Present) MetricHistorical Value (1850s Gold Rush Peak)Modern Value Town Population~3,000 residents~1,800 estimated Entire Mariposa Diggings Area~15,000 residents— Commercial Establishments15 to 20 stores & saloons, plus hotels— Town Lot Prices00 to 00 per lot— 3. Background Photograph & Civic Infrastructure Background Photo Date: Taken in the 1850s, capturing the rapid growth of the settlement following the initial gold strike. 1854 Mariposa County Courthouse: Shown in the background panorama prior to the construction of its iconic clock tower. A separate framed photograph depicts the completed white wood-frame courthouse with a white picket fence and clock tower. Clock Tower History: The clock mechanism was imported from England and is an 8-day, manually wound instrument. It remains operational today, maintained by the Mariposa Public Works Department. Annotated Overlay Locations on Panorama: 1854 Courthouse: Located at the upper edge of town on Jones Street. Jones Street & Bullion Street: Upper residential and civic thoroughfares. Charles Street (Main Street): Primary commercial artery running through the center of the valley floor. Schlageter Hotel Site: Positioned along Main Street. Mariposa Creek: Flowing along the foreground basin of the town diggings. 4. The Fire of 1866: Mariposa's Second Great Conflagration Below is the complete transcript of the Mariposa Gazette report featured on the panel regarding the disaster of August 25, 1866 (following the earlier destructive fire of 1858): Article Text: "FIRE! MARIPOSA'S SECOND GREAT FIRE" A few minutes after 6 p.m. on Saturday, August 25, 1866 Mariposa was again ruined by a disastrous fire (first in 1858). According to the Gazette (the building was damaged but not destroyed), the fire was believed to have started when "a recently imported printer stepped inside the Free Press office and lighted a cigar. The match had evidently been dropped carelessly amongst the papers on the floor. The Free Press office was located near the corner of Main and 7th Streets and by ten minutes the fire had spread through two blocks. The fire crossed Main Street to the Odd Fellows building and the Methodist Church and soon the buildings on the block between 6th and 7th Streets were burning like so much chaff." Seven full blocks, except for four fire-proof buildings, were totally destroyed. "In one hour about 60 buildings and 77,000 worth of property were destroyed." By early Monday morning the men were clearing away debris and by press time the following Saturday, the Gazette reported that several temporary business structures had already been erected and were open for business. Inventory of Buildings Destroyed in the 1866 Fire: Residential & Civic: 14 Dwellings, 1 Church, 1 Odd Fellows and Masons Hall. Media & Printing: 1 Newspaper Office (Free Press), 1 Newspaper Depot. Hospitality & Retail: 3 Hotels, 5 Retail Stores, 1 Saddlery Shop, 9 Liquor Saloons (several equipped with billiard tables). Services & Trades: 2 Livery Stables, 3 Law Offices, 1 Drug Store, 3 Blacksmith Shops, 2 Carpenter Shops, 2 Shoemaker Shops, 1 Tailor Shop, 2 Butchering Establishments. Outbuildings: Numerous outhouses, private stables, and auxiliary structures. 5. Commercial Hotels & Lodging Gallison Hotel (1887 Advertisement) Location: Main Street, Mariposa (center of business district, opposite Odd Fellows' Hall). Proprietor: Winslow Gallison. Management: Mrs. Gallison individually superintended all internal departments of the hotel. Amenities: Newly furnished rooms, first-class table dining. Mariposa Hotel (1887 Card) Location: Corner of Main and Fifth Streets. Proprietor: Charles A. Schlageter. Target Market: Accommodated general travelers as well as Yosemite tourists on short notice. Amenities: Family rooms, well-lighted parlors, good table, and bath facilities. The Schlageter Hotel Date Built: Built in the 1850s. Architecture: Prominent two-story wooden structure featuring full upper and lower covered verandas. 6. Medical Artifacts & 19th-Century Therapeutics Old Mariposa Hospital A framed historical photograph depicts a two-story wood-frame hospital building with a prominent front porch and side wing (annotated "from Chic Allingham"). Dr. D. Jayne's Family Medicines (1880 Display Broadside) 1. Jayne's Specific for Tape-Worm Diagnosis: Describes tapeworm infections as widespread, noting that discharging white or yellowish segments ("resembling gourd seeds") is the only positive diagnostic proof. Pricing & Ordering: .00 per dose, shipped nationwide via mail from 242 Chestnut Street, Philadelphia. Usage Instructions: Dissolve powder in a pint of boiling water, drink in three equal hourly doses on an empty stomach. Follow with Cathartic medicines if bowels do not operate in three hours. 2. Dr. D. Jayne's Sanative Pills Formulation: Concentrated, sugar-coated pills. Sold in 50-pill boxes (-bash.25) or 15-pill specimen packets (-bash.10). Prescribed Ailments: Advertised for liver complaints, gout, jaundice, dyspepsia, rheumatism, kidney affections, fevers, nervousness, skin diseases, melancholy, sick headache, and costiveness (constipation). 3. Exhibit Commentary Note A small museum card mounted below the broadside reads: "A man advertises for 'a competent person to undertake the sale of a new medicine' and adds innocently 'It will prove profitable to the undertaker.'"
如果你还没在手机上用 @Gemini_Notebook,那你可错过太多了。这真是个超酷的故事!
The camera feature in the @Gemini_Notebook mobile app is so transformative for on-the-go research. I was up in the Sierras working on a new project, and I just took photos of everything, like this museum display. Then I asked for a detailed report of all the info in the image. The text below is what I got back. (I fact-checked it myself and it was 99% accurate -- and some of the text it transcribed is so blurry in the image that it was hard for me to read it.) Next step is to generate documents like this for all the photos I took, and then ask Notebook to highlight all the information that adds something new to the existing knowledge base of sources I've already collected, or is particularly relevant to my latest writing and outline for the project. Truly magical. Mariposa Museum Exhibit Reference: Mariposa in 1859 & Gold Rush Era This reference document consolidates all text, photographic captions, historical statistics, newspaper clippings, and exhibit overlays displayed on the Mariposa Museum exhibit panel regarding Mariposa during and after the Gold Rush. 1. Exhibit Overview & Key Headlines Main Title: "THIS WAS MARIPOSA IN 1859 – ONLY 10 YEARS AFTER THE GOLD RUSH BEGAN." Historical Context Sub-headline: "PORTIONS OF THE TOWN HAD BEEN REBUILT AFTER THE FIRE OF 1858.. & PARTS OF IT WERE DOOMED TO BE DESTROYED IN 1866" Display Overview: The exhibit centers on a large 1850s panoramic photograph of Mariposa, annotated with street names, landmark locations, and population statistics, flanked by contemporary hotel advertisements, fire reports, medical artifacts, and photographs of civic buildings. 2. Demographic & Real Estate Statistics (1850s vs. Present) MetricHistorical Value (1850s Gold Rush Peak)Modern Value Town Population~3,000 residents~1,800 estimated Entire Mariposa Diggings Area~15,000 residents— Commercial Establishments15 to 20 stores & saloons, plus hotels— Town Lot Prices00 to 00 per lot— 3. Background Photograph & Civic Infrastructure Background Photo Date: Taken in the 1850s, capturing the rapid growth of the settlement following the initial gold strike. 1854 Mariposa County Courthouse: Shown in the background panorama prior to the construction of its iconic clock tower. A separate framed photograph depicts the completed white wood-frame courthouse with a white picket fence and clock tower. Clock Tower History: The clock mechanism was imported from England and is an 8-day, manually wound instrument. It remains operational today, maintained by the Mariposa Public Works Department. Annotated Overlay Locations on Panorama: 1854 Courthouse: Located at the upper edge of town on Jones Street. Jones Street & Bullion Street: Upper residential and civic thoroughfares. Charles Street (Main Street): Primary commercial artery running through the center of the valley floor. Schlageter Hotel Site: Positioned along Main Street. Mariposa Creek: Flowing along the foreground basin of the town diggings. 4. The Fire of 1866: Mariposa's Second Great Conflagration Below is the complete transcript of the Mariposa Gazette report featured on the panel regarding the disaster of August 25, 1866 (following the earlier destructive fire of 1858): Article Text: "FIRE! MARIPOSA'S SECOND GREAT FIRE" A few minutes after 6 p.m. on Saturday, August 25, 1866 Mariposa was again ruined by a disastrous fire (first in 1858). According to the Gazette (the building was damaged but not destroyed), the fire was believed to have started when "a recently imported printer stepped inside the Free Press office and lighted a cigar. The match had evidently been dropped carelessly amongst the papers on the floor. The Free Press office was located near the corner of Main and 7th Streets and by ten minutes the fire had spread through two blocks. The fire crossed Main Street to the Odd Fellows building and the Methodist Church and soon the buildings on the block between 6th and 7th Streets were burning like so much chaff." Seven full blocks, except for four fire-proof buildings, were totally destroyed. "In one hour about 60 buildings and 77,000 worth of property were destroyed." By early Monday morning the men were clearing away debris and by press time the following Saturday, the Gazette reported that several temporary business structures had already been erected and were open for business. Inventory of Buildings Destroyed in the 1866 Fire: Residential & Civic: 14 Dwellings, 1 Church, 1 Odd Fellows and Masons Hall. Media & Printing: 1 Newspaper Office (Free Press), 1 Newspaper Depot. Hospitality & Retail: 3 Hotels, 5 Retail Stores, 1 Saddlery Shop, 9 Liquor Saloons (several equipped with billiard tables). Services & Trades: 2 Livery Stables, 3 Law Offices, 1 Drug Store, 3 Blacksmith Shops, 2 Carpenter Shops, 2 Shoemaker Shops, 1 Tailor Shop, 2 Butchering Establishments. Outbuildings: Numerous outhouses, private stables, and auxiliary structures. 5. Commercial Hotels & Lodging Gallison Hotel (1887 Advertisement) Location: Main Street, Mariposa (center of business district, opposite Odd Fellows' Hall). Proprietor: Winslow Gallison. Management: Mrs. Gallison individually superintended all internal departments of the hotel. Amenities: Newly furnished rooms, first-class table dining. Mariposa Hotel (1887 Card) Location: Corner of Main and Fifth Streets. Proprietor: Charles A. Schlageter. Target Market: Accommodated general travelers as well as Yosemite tourists on short notice. Amenities: Family rooms, well-lighted parlors, good table, and bath facilities. The Schlageter Hotel Date Built: Built in the 1850s. Architecture: Prominent two-story wooden structure featuring full upper and lower covered verandas. 6. Medical Artifacts & 19th-Century Therapeutics Old Mariposa Hospital A framed historical photograph depicts a two-story wood-frame hospital building with a prominent front porch and side wing (annotated "from Chic Allingham"). Dr. D. Jayne's Family Medicines (1880 Display Broadside) 1. Jayne's Specific for Tape-Worm Diagnosis: Describes tapeworm infections as widespread, noting that discharging white or yellowish segments ("resembling gourd seeds") is the only positive diagnostic proof. Pricing & Ordering: .00 per dose, shipped nationwide via mail from 242 Chestnut Street, Philadelphia. Usage Instructions: Dissolve powder in a pint of boiling water, drink in three equal hourly doses on an empty stomach. Follow with Cathartic medicines if bowels do not operate in three hours. 2. Dr. D. Jayne's Sanative Pills Formulation: Concentrated, sugar-coated pills. Sold in 50-pill boxes (-bash.25) or 15-pill specimen packets (-bash.10). Prescribed Ailments: Advertised for liver complaints, gout, jaundice, dyspepsia, rheumatism, kidney affections, fevers, nervousness, skin diseases, melancholy, sick headache, and costiveness (constipation). 3. Exhibit Commentary Note A small museum card mounted below the broadside reads: "A man advertises for 'a competent person to undertake the sale of a new medicine' and adds innocently 'It will prove profitable to the undertaker.'"
Lucius AI 用 AlloyDB for PostgreSQL 承载覆盖五大洲的招标平台,将语义搜索迁移到 ScaNN 索引后,代表性生产查询延迟从 1.14 秒降至 24 毫秒,提速 47 倍。
@BroadInstitute、@UniofExeter 等机构的研究人员已在用 AlphaGenome Atlas 更好地识别潜在的致病 DNA 变异并解读其作用。🧵
Google Cloud 宣布 M4N 虚拟机系列在 Compute Engine 正式可用,面向 I/O 密集型高内存负载,提供同类高内存实例中最高的单核 IOPS 和吞吐,Oracle 数据库 TCO 降低超 20%。
Emerald AI、Google 与 NVIDIA 宣布发起 AI Energy Management Alliance(AEMA),推动数据中心根据电网状况动态调整用电。联盟主张技术中立、按性能衡量灵活性,制定并网前的响应义务、统一技术要求和更快并网通道,汇聚 AI 平台、数据中心、电力公司与电网运营商等价值链成员,以提升现有电网容量利用、缩短 AI 设施并网时间。
Latent Space AINews 汇编 2026-09-14 至 09-15 的 AI 动态,头条是 TypeSafe 的 Jev:一个用 RLCD 训练、只做分类/路由/打分的非自回归决策模型,宣称比小型前沿 LLM 快 20–200 倍、便宜 40–400 倍且输出 token 免费,社区提醒它不能生成自由文本、更接近结构化选择的低成本推理引擎。
Google Research 提出 Retrieve-for-Train 框架,通过离线强化学习发现奖励对齐的查询扇出并编译为监督信号,再蒸馏进一个 53.9M 参数的扩散检索器,实现推理时单次非自回归的查询扇出。该方法在 Gemma3-4B 和 Qwen3-4B 上微调扇出语言模型,用集合级属性奖励评估整组结果,无需人工标注,也无需推理时的 CoT 思考 token。
Google 发布迄今最先进的 Gemini Audio 模型:Gemini 3.8 Live 与 3.8 Live Extended Thinking。
推荐理由:官方说明了两款新音频模型在速度成本与推理能力上的分工,读者可据此判断语音交互场景如何选型。
Google DeepMind 发布 Gemini 3.8 Live 和 Gemini 3.8 Live Extended Thinking 两款实时对话模型,前者面向规模化与成本效率,后者面向高复杂度任务与多步推理。
推荐理由:官方给出两款语音模型的基准成绩与开放渠道,可据此判断实时语音智能体的能力与成本取舍。
Google Cloud 提出自主网络运营框架,以 Spanner Graph 上的网络数字孪生为底座,叠加新开源的 Python 库 Distributed GraphFlow(DGF)训练 GNN,支撑异常检测、根因分析、预测性维护等场景。
天气预报在向可再生能源转型中发挥着关键作用。 WeatherNext 3 为电网运营商以及风能和太阳能发电企业提供风机轮毂高度风速和太阳辐射预测,助力更智能、更清洁的能源规划。🧵
Today @FastCompany awarded @Google the winner of their 2026 Innovation by Design Awards for our holistic design vision and new AI design language, seen across our products, from @GeminiApp to @GoogleMaps' Immersive Navigation and Search AI Mode. Read the full story. https://www.fastcompany.com/91589966/google-innovation-by-design-2026
蚂蚁 inclusionAI 在 HuggingFace 发布 gemma-4-E4B-it-singprobe,这是一个基于 google/gemma-4-E4B-it 的流式安全探针,复用基座模型隐藏状态逐 token 输出 8 类意图、不安全与幻觉评分,解码开销低于 0.5%。
Google Research 提出 ToolGrad,一种“先答案后问题”的工具调用数据生成范式:先迭代构建可验证的 API 调用链,再反推用户提示词,替代 ToolBench、ToolACE 等基于 DFS 试错的低效方案。
哦,原来这就是我们绘制出雄性果蝇全部 166,000 个神经元的原因。来看看这项社区大工程,展示这些微小果蝇大脑究竟有多大能耐 🪰🧵
Gemini 应用现已登陆 Windows。 只需一个快捷键,助你保持专注。按下 Alt + Space,即可在你常用的工具和日常应用旁润色草稿、总结长文档、头脑风暴新想法,以及创建自定义图像和视频。
Google Data Cloud 公布多项更新:Pub/Sub 的 AI Inference SMT 正式可用,可对事件流调用 Gemini Enterprise Agent Platform 上的模型并将预测结果追加到事件中。
推荐理由:官方介绍 Pics 的对象级编辑、图内文字修改和协作能力,也说明可用范围与 Workspace 集成,方便判断是否纳入工作流。