Gary Marcus:AI 责任与监管并非二选一,科技自由派的新伪二分法
Gary Marcus 反驳科技自由派右翼将"AI 责任追究"当作反对监管的理由,主张责任与监管二者缺一不可。他引用 Mark Cuban 的回应指出,若不先通过适用于 AI 的新法律或厘清现行法律如何适用,责任追究毫无意义。
Gary Marcus 反驳科技自由派右翼将"AI 责任追究"当作反对监管的理由,主张责任与监管二者缺一不可。他引用 Mark Cuban 的回应指出,若不先通过适用于 AI 的新法律或厘清现行法律如何适用,责任追究毫无意义。
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
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.'"
Nous Research 在 GitHub 发布 Hermes 独立记忆提供方插件 hermes-plugin-supermemory,接入 Supermemory 语义长期记忆。该插件支持 profile recall、语义搜索、显式记忆工具以及按轮次的记忆能力。
Nous Research 在 GitHub 发布独立 Hermes 记忆提供方插件 hermes-plugin-retaindb,对接云端记忆 API RetainDB。RetainDB 支持混合搜索与 7 种记忆类型。
Nous Research 在 GitHub 发布独立 Hermes 记忆提供方插件 hermes-plugin-openviking,对接 OpenViking 上下文数据库。该插件提供会话管理的记忆能力,支持自动提取、分层检索与文件系统存储。
Nous Research 在 GitHub 发布独立 Hermes 记忆提供方插件 hermes-plugin-mem0,基于 mem0 实现服务端 LLM 事实抽取、语义搜索与自动去重,并提供可选的重排序功能。
Nous Research 在 GitHub 发布独立 Hermes 记忆提供方插件 hermes-plugin-honcho,接入 Honcho 的 AI 原生记忆能力。该插件支持跨会话用户建模、辩证式问答、语义搜索与持久化上下文。
Nous Research 在 GitHub 发布独立 Hermes 记忆提供方插件 hermes-plugin-holographic,采用全息记忆方案,基于本地 SQLite 事实存储,支持 FTS5 搜索、信任评分与 HRR 组合式检索。
Nous Research 在 GitHub 上线独立 Hermes 记忆提供方插件 hermes-plugin-hindsight,为 Hermes 提供长期记忆能力。该插件支持知识图谱、实体消解与多策略检索。
Nous Research 在 GitHub 发布独立 Hermes 记忆提供方插件 hermes-plugin-byterover,接入 ByteRover 持久化知识树。该插件通过 brv CLI 实现分层检索,为 Hermes 提供外部记忆能力。
Sierra 宣布通过 AIUC-1 认证,该认证经 Schellman 独立审计并由 AIUC 完成大量测试,专门针对 AI 智能体的实际行为,包括操纵尝试、受保护信息访问和越权操作等对抗场景。
商汤发布 SenseNova U1.5 技术报告,这是一个开源的 8B-MoT 原生统一模型,通过共享注意力连接理解与生成。
@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。🧵
Microsoft 高管 Kathleen Hogan 总结公司作为 Customer Zero 的 AI 转型经验,提出五条核心经验:从业务结果出发、重构完整工作流、以员工为中心、用 AI 扩展人的能力、建立人机共同学习循环,并发布 Frontier Playbook。
Cooley 基于 ChatGPT Work 构建了 GO Public,将智能引入 IPO 流程,帮助律师更早发现问题并把判断力集中在最关键处。
蚂蚁 inclusionAI 在 Hugging Face 发布 Ming-Image-0.1-Design-Layer,可将扁平化设计图按指定层数拆解为 RGBA 图层,采用 MIT 许可。
蚂蚁 inclusionAI 在 Hugging Face 发布 Ming-Image-0.1-Design,是一个面向 UI、信息图、海报等文字密集视觉设计的 6B 文生图模型,支持完整视觉构图和带透明背景的 RGBA 输出。
唐杰发文复盘,GLM-5.3-Flash 从首次在国内加速器上运行到承接全部生产流量只用两周,端到端吞吐达 3.2 倍,大量工作由 GLM-5.3 驱动的 Infra Agent 完成。
We’re sharing how GLM-5.3 helped build and optimize the inference infrastructure serving GLM-5.3-Flash. The system went from its first successful run to production readiness in less than two weeks, with end-to-end throughput tripling relative to the initial baseline. The key was dense feedback: local correctness tests, execution traces, microbenchmarks, and end-to-end measurements that enabled targeted hypothesis testing rather than reliance on aggregate performance metrics alone. https://z.ai/blog/glm-built-its-inference-infrastructure
推荐理由:作者复盘了 GLM-5.3 智能体优化推理基础设施的两周过程,提出了可迁移的分层密集反馈方法与工程师角色转变的判断。
GitHub 用 GitHub Copilot app 和 Copilot CLI 把 Copilot agent runtime 从 TypeScript/Node.js 完全重写为超过 80 万行生产级 Rust,AI 智能体编写了大部分代码,跨 128 个 PR 增量合入 main,性能提升数个数量级,主要由一名开发者几个月内完成。
推荐理由:GitHub Copilot 运行时迁移 Rust 的完整复盘,给出智能体并行协作、提示缓存与评审流程的可迁移工程方法。
研究者提出 REVERSAL-BENCH,通过连续参数 ρ∈[0,1] 控制环境可逆性,并提供重置 Oracle 在五种物理引擎的八种操作场景中验证状态可恢复性。
OpenAI 发布 Astra for Law,为法律行业提供前沿智能、律所自定义工作流、已连接的法律数据源,以及面向机密客户工作的法律级管控。该产品隶属 OpenAI for Law。
NVIDIA 展示了一套智能体 AI 工作流,用于为物理 AI 系统准备和验证数字孪生。智能体可检查 3D 场景、在 OpenUSD 中编写仿真相关数据、添加物理属性、渲染预检视图,并对照 SimReady 要求验证结果。该流程覆盖从 Blender 场景到面向 NVIDIA 的仿真就绪 OpenUSD 交付。
Midjourney 为 alpha.midjourney.com 推送更新,新增韩语支持,并集中修复 v8.2 编辑器的多项问题。编辑器提示栏在附上图片后会询问“What would you like to change?
Gary Marcus 在 BBC 节目后撰文反驳 Sam Altman、Jensen Huang 和 Bernie Sanders 的 AI 表态,认为三人说法均不可信。
这是一份很不错的报告,探讨了最重要的问题之一:AI 可能如何影响科学与创新?它如今已经在产生什么影响? 干得漂亮,Mihai 和团队。
I've had the most wonderful time working on this project for the last few months. This was (equally) co-led w/ @JMateosGarcia , @alexolegimas and a fantastic team.
NVIDIA 的 TensorRT Edge-LLM 在 Jetson AGX Thor 上完成 MLPerf Edge Agentic Benchmark,速度提升 6.4 倍。该方案面向从云端数据中心迁移至车辆、机器人等边缘设备的 AI 智能体,针对其多步骤工具调用、结果评估与长对话推理带来的边缘推理新需求,实现快速 token 生成。
Midjourney 每周办公时间 - 9/16 https://x.com/i/spaces/1qJVmyRpDbYGB
Microsoft 公布教育领域 AI 五项原则,并与美国教师联合会(AFT)签署协议、推出面向学校产品的 Privacy & Safety Standard,限制学生和教师数据使用并要求对重大决策保留人工监督。Microsoft 称这是大型科技公司与美国最大教师工会之一首次共同界定教育产品中可信 AI 的标准,并邀请业界共同遵循。
我们正在扩展 AI 数据中心研究,以提供更全面的全球 AI 基础设施图谱。我们的数据现已覆盖全球约 44% 的 AI 算力,覆盖面正在快速增长。
OpenAI 公布一套用于跟踪、调查和披露模型错位(misalignment)的框架,并同步发布六份关于意外或令人担忧的模型行为的报告。
一个托管、加密的大语言模型运行方案!真正安全地访问模型,全面保护你的数据(且零合成数据生成)
Your data is already encrypted at rest and in transit. But what about in use? Introducing Confidential Computing in Model Vault: where nothing and no one can access your workloads (yes, not even us).
NVIDIA 技术博客介绍 cuTile Rust(cutile-rs),一个用 Rust 编写 GPU kernel 的 tile 系统,将 Rust 所有权模型扩展到 tile 级 GPU kernel,把可变输出拆分为互不重叠的片段,并在 kernel 启动间保持主机侧所有权契约。
OpenAI 与 AARP 合作,将在美国 10 座城市为 1000 名老年人提供免费的 ChatGPT 实操工作坊,帮助他们安全掌握实用的 AI 技能。