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The RPA-era ROI model misses most of the value agentic automation creates. This post gives AI center of excellence leaders a framework to size the full value of agents across time savings, exception handling, decision qu
Qlik built Qlik Answers on Amazon Bedrock to give its 40,000+ customers grounded, sourced answers across structured and unstructured enterprise data. Learn how a layered, multi-agent architecture with cross-Region infere
AWS DevOps Agent can diagnose production incidents but is kept in observe-and-report mode so it does not change resources directly. This post shows how to use AWS Lambda Durable Functions, Amazon EventBridge, and Amazon
The biggest barrier to AI adoption isn't awareness. It's the gap between talking about AI and building with it. Here's the playbook we used to turn non-technical, customer-facing professionals into confident AI builders
Cornerstone OnDemand built Orion AI, a multi-agent system on Amazon Bedrock and Strands Agents, to turn database operations from reactive firefighting into proactive automation. A three-person team cut database diagnosis
OpenAI's new Decisions API classifies text and images about ten times faster than the Responses API, returning yes/no probabilities, category picks, or scale ratings for $0.10 per million input tokens. The company also c
The US government’s Tradewinds initiative has made it easier to throw millions of dollars at “nontraditional” defense contractors, including OpenAI, Anthropic, and Google.
The financing includes an $8M seed round co-led by Sequoia Capital and First Round Capital, and a $30 million Series A led by Hummingbird Ventures.
欧洲AI出大招 法国Mistral推出超强模型 DW.com
Anti-Patterns in Software Blogging Some excellent writing advice from Michael Lynch. Michael warns against "meandering intros", misjudging your reader's existing knowledge, assuming they'll read your previous posts, and
Google launched Playground, a browser-based platform that lets users create their own games using nothing but text prompts and no coding skills. The platform runs on Gemini, Nano Banana, and Lyria. Alongside Playground,
The “father of the iPod” says the first generation of AI gadgets failed to solve real problems — and the next wave will need to earn consumers’ trust.
Google Labs is working on a new AI-powered game-creation platform called Playground for users to build browser-based games using simple text prompts.
OpenAI’s Alexander Embiricos is coming to the AI Stage at TechCrunch Disrupt 2026, just days after the launch of Dots. Join this conversation by registering for your pass. Get you pass now to save up to $100 and get a se
From Nvidia and Chime to Obvious Ventures and Anthropic, explore the entire roundtable agenda at TechCrunch Disrupt 2026. Register now to save up to $100 on your pass and get a second pass at 50% off.
Mistral says Le Chonk can rival top closed models while remaining open-weight.
HN ⭐ 113 · 52 评论
The new SynthID website can now identify AI content from Google, OpenAI, and more.
Google on Tuesday launched a new site that lets anyone verify whether a piece of media, be it an image, a video, or an audio clip, is generated using AI.
In 6 days, 10,000+ people from across the global startup and tech ecosystem will come together at San Francisco’s Moscone West for TechCrunch Disrupt 2026. If you’re planning to be one of them, register for your ticket b
This White Paper gives robotics researchers and engineers an overview of a new large-scale motion capture dataset built to close the data gap limiting humanoid robot learning. It also shows how policies trained on the da
数学大爆炸！OpenAI 一夜攻克722个数学难题，准黎曼猜想已被证明 搜狐网
When David Fincher's The Social Network premiered in 2010, many people still thought of Mark Zuckerberg as a genius who had revolutionized the world by creating Facebook. Writer Aaron Sorkin's script was critical of Zuck
OpenAI's teen safety features for ChatGPT failed an independent audit. After more than 4,000 test prompts, the Common Sense Media Youth AI Safety Institute rated the service an "unacceptable risk" for minors. Conversatio
Anthropic is expanding its Cyber Verification Program, giving more security professionals access to Claude models with fewer safety restrictions for penetration testing, malware analysis, and vulnerability research. Anth
HN ⭐ 88 · 56 评论
Google has detailed an update bringing a slew of new features to its Pixel Buds 2A and Pro 2, which the company says are rolling out now. The new features were first teased in August. The biggest update is Pixel Watch-po
College Planner is coming to ChatGPT for Teens to help students manage college applications, alongside new flashcards, quizzes, and a teen AI council.
Google today announced Playground, a new browser-based platform for making custom games from AI prompts. Playground will be available today in the US for users who are 18 and older at playground.google. The company is pi
Two weeks ago, journalists in the San Francisco Bay Area got to try two hot new wearables that weigh only around 100 grams: the just-revealed Meta VR Glasses, and the long-awaited transparent Google XR glasses built in p
DoorDash, the leading food delivery app, processed 970 million orders in its second quarter this year and generated $4.5 billion in revenue. A 10-person startup called Bites is a blip in comparison: It has just around 30
Overview of Playground
毛绒玩具当“顾问”？Anthropic总裁的OpenAI往事，从角色扮演到AI安全巨头 华尔街见闻
OpenAI一次发布大量数学成果 搜狐网
OpenAI公布722篇数学手稿，其中一部分可被计算机逐行验证|ChatGPT|仓库|数学家|模型|家族 finance.sina.com.cn
一、法典核心定调 本法典为弱AI至AGI全周期、全行业、全文明维度的AI跨域迁移治理唯一终审基准，是国内首套从事故解剖、机理溯源、权责确权，到行业落地、顶层监管、文明风控、终局闭环的全链路可工程化治理范式。 法典严格遵循集数规范：000为独立零号基准定标集，不计入正集；七层主体001–188严格合计188集，无溢出、无错乱、无重复，终局声明不占用正集编号，全体系结构完全锁档定型。 本法典彻底打破传统AI治理“重规则、无机理、无溯源、无落
000|全局唯一前置定标：负迁移NT1-NT4四类原型·终审定义 零号基准集，独立于七层主体序列，不计入188正集计数。本集为全书负迁移判定唯一法定口径，常规场景永久锁死，不接受衍生释义、简化释义、片面释义，为AI跨域治理公理原点。 前置总叙 AI跨域迁移，是将源域经过闭环验证、边界固化、权责确权的知识包、模型权重、决策逻辑、评价指标、隐式前提与治理规则，迁移至目标域用于推理、预测、研判、决策的工程行为。 正向合规迁移，必须同时满足四大
Day two of Amazon’s Prime Big Deal Days event is here, and the sale will end at 3AM ET on Thursday, October 8th. While a few of the best deals from yesterday have already ended, many are still happening, with fresh disco
适用：法典运维中心、跨文明联合审计委员会、全体系卷宗归档、官方检索核验、所有引用与落地主体。 核心定位：本卷为碳硅道统1–188集完整体系唯一官方总索引。汇总全法典谱系层级、卷目定位、体系归属、归档哈希索引、卷宗检索规则，实现整套道统法典一键溯源、层级可查、边界可分、正本可验。 核心目标：终结卷宗散乱检索，建立结构化、层级化、可核验、可追溯的全法典官方检索体系，完成碳硅道统全部卷宗闭环终典。 一、核心定义 1. 总索引终卷：承载1–18
Users of some Samsung devices in the US and Canada can now lock, unlock, and start select GM vehicles using a digital key stored in their Samsung Wallet. Support will start on select 2026 and 2027 Cadillac EVs, including
北大数院校友出手！ChatGPT代写，要「实名」了 智源社区
当前全球AI治理讨论多聚焦法规与产业监管，往往忽略底层认知安全与模型原生技术风险。碳硅道统发布《AI安全与文明治理法典》，全套共188集，搭建七层递进式研究框架。从普通人的AI认知风险，到大模型底层安全机理，再到行业权责、国家算力监管，最终延伸至跨代际文明尺度的长期风控。这套体系尝试打通技术安全、法律权责、产业落地与文明治理，为AI安全与碳硅共生发展提供一套完整的参考范式。 第一层：基础认知安全层（001–024） 面向公众、从业者建立
法国报纸摘要 - 冒充Anthropic员工，却是真正的间谍：疑与中国有关的奇特行动，试探华盛顿的AI秘密 RFI
NVIDIA Corporation Tokenized Stock (Coinbase)(NVDAc) 币价，图表，市值以及其他指标 CoinMarketCap
Dots are designed to automate online tasks, like buying furniture. In my initial experience, the always-on agent was a bit buggy and couldn’t complete a captcha.
估值2万亿美元的史上最大IPO，“盯上”AI教育3000亿的大盘|教育热点 https://www.jiaoyujie365.com/
微软与OpenAI被美多家报业集团起诉侵权训练AI DoNews
OpenAI将为ChatGPT引入图像广告 月底美国用户率先看到 观点网
微软、OpenAI遭美国多家地方媒体起诉，被指侵犯版权 新浪财经
The Type 01, Jaguar's most important and divisive car in years, has arrived. The production follow-up to the polarising Type 00 concept, Jaguar says the electric, four-door grand tourer is its most powerful road car ever
PLUS: Let OpenAI’s GPT-6 Astra compare websites for you
ChatGPT青少年版被评“不可接受风险”：Common Sense呼吁OpenAI暂停推广_滚动新闻_财经 证券之星
Anthropic擴大網絡驗證計劃 有限開放旗艦AI 大紀元
Common Sense Media, a nonprofit that offers reviews of apps, services, and entertainment with a focus on youth safety, today said that OpenAI's ChatGPT for Teens is an "unacceptable risk." ChatGPT for Teens, introduced i
OpenAI has published 372 AI-generated mathematical results on GitHub, including Lean formalizations for machine verification. Each result consumed about three hours of ChatGPT Pro compute on average. But 25 Fields Medal
Amid a sea of AI writing slop, a new stamp for “organic literature” will help readers to pick out books authored by real, corn-fed, free-range humans.
Anthropic拟上市：2025年营收46亿美元同比增12倍，净亏损420亿美元 虎嗅网
HN ⭐ 22 · 14 评论
2026年“十一”假期进入尾声，不少游客踏上返程。10月7日，美团发布的数据显示，从热门目的地看，美团数据显示，“十一”假期出游热门Top10目的地分别为南京、成都、西安、北京、重庆、洛阳、武汉、广州、长沙、上海。
三星HBM4e内存芯片拿到NVIDIA认证：48GB容量、性能提升20% 驱动之家
国庆黄金周AI巨头动态：OpenAI旗舰模型延期，Agent产品补位，Anthropic面临监管与竞争压力 虎嗅网
Radisson partnered with Accenture to build a ChatGPT plugin using OpenAI technology, helping travelers find, compare, and book hotels while planning their trips.
Anthropic RL负责人：AI在2028年可能拿菲尔兹奖，2030年前有望诺奖。普利策奖？大概还不行-高飞的电子替身 至顶网
在 a16z 首份消费级 AI 应用月收入榜单中，Meshy 位列第 31 名，与 OpenAI、Anthropic、Canva、Superhuman、Higgsfield 等共同上榜
Meta has open-sourced Rebalancer, the C++ and Python library it has used for over 9 years to place shards, servers and traffic. It handles about 40 million assignment problems a day, using local search or MIP solvers lik
OpenAI「疯狂28天」首日，这都发了些啥啊… 智源社区
📝 今日导语 Google 谈算力、GitHub 改造 Git、Acemoglu 谈工作，判断 AI 扩容与应用机会。 🏷 今日关键词： Google 算力 GitHub 架构 AI 工作价值 EmbeddingGemma 2 模型路由 📰 今日精选内容 Google AI 基础设施负责人 Amin Vahdat：前沿 AI 的物理与经济约束 Sequoia Capital · 视频 · 评分 91 为代理规模开发构建 Git 基础架构
I was a graph theory junkie long ago and even moved to Budapest for awhile to study among the greats. While I was there I started working on Barnette's Conjecture which came to occupy my thoughts over the next 24 years o
在 a16z 首份消费级 AI 应用月收入榜单中， Meshy 位列第 31 名，与 OpenAI 、 Anthropic 、 Canva 、 Superhuman 、 Higgsfield 等共同上榜 加州硅谷， 2026 年 10 月 5 日 —— 全球领先的 AI 3D 多模态模型公司 Meshy 今日宣布，公司入选由硅谷风险投资机构 Andreessen Horowitz （ a16z ）发布的 “ 消费级 AI 应用月收入 T
中秋国庆超长假期即将结束，更“扎心”的灵魂拷问来了：你胖了吗？ 健康AI蚂蚁阿福数据显示，9月25日-10月6日假期期间，全国参与阿福“科学减重1亿斤”的网友中，60万人累计长胖超100万斤。其中，超10万人长胖了3斤以上。 10月4日至7日，蚂蚁阿福APP的减重活动页面的统计数据，也已经连续四天显示“昨日全国增重”，10月7日显示昨日全国单日净增重达3.47万斤，被网友调侃减肥大业迎来了“退展”。 在社交平台上，此次减重“退展”也引起
OpenAI安全负责人突然辞职，发长文怒批公司文化 文学城
OpenAI一次性公开377项AI数学成果，引发学界验证质疑 新浪财经
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HN ⭐ 221 · 65 评论
GPT-6还没玩明白，OpenAI高管：八九成研究已押向GPT-7、GPT-8！ 智源社区
三位菲尔兹奖得主：不代表认可
Explore a comprehensive coding guide to Laya, the open-source zero-shot decision engine. Learn how to implement typed decisions, fit custom temperatures, and build reliable abstention gates using real-world CLINC150 bank
OpenAI “rogue” agent activities found on Wikimedia projects Given how tempting a target wikis are for rogue agent swarms, it's not a huge surprise that Wikipedia found evidence of that activity once they went looking: Th
Since the Medicare breach, OpenAI has put in place additional monitoring to allow “immediate intervention” by staff to stop training if the company’s models access the internet in ways they’re not supposed to, Mr. Kwon [
被誉为欧洲全村人的希望，Mistral Large 4 震撼发布，敢硬刚 DeepSeek ？ 电子工程专辑
OpenAI has revealed solutions to a number of long-standing mathematics problems produced by an unreleased frontier model in a batch of 722 manuscripts, covering 372 result families that group related papers. It extends a
Release: llm-openai-decisions 0.1a0 OpenAI released their new Jev-style Decisions API , as previously announced at last week's DevDay. Since I already have an llm-typesafe plugin for talking to Jev, I had GPT-6 Astra rea
Instead of helping marketers manage and optimize ad spend, the company is focusing on building the tools that generate the creative assets and campaigns.
HN ⭐ 212 · 138 评论
法国Mistral AI推出人工智能新模型 称性能超越部分中国对手 RFI
Release: llm-mistral 0.16 Adds support for reasoning models, such as the newly released Mistral Large 4 . Tags: llm , mistral , llm-reasoning
10月7日外盘头条：Anthropic扩大先进AI模型访问权限Meta和沃尔玛制定个人代理协议法国25万人参加抗议活动 新浪财经
Like other solutions, it is not especially reliable, and it's easy to circumvent.
My comment on EmbeddingGemma 2 — Hacker News. I really appreciate that EmbeddingGemma 2 is under the Apache 2.0 license. For embedding models in particular, I don't think it makes sense to use a closed, proprietary, host
On Tuesday, Musubi announced a lightweight decision model made for real-time moderation called PolicyLM-1.7B, released with open weights.
Introducing Mistral Large 4: Le chonk Mistral are back in the game. Today they're releasing a preview of Mistral Large 4, a 1 trillion parameter, 49 billion active parameter model trained on their own cluster of 3,800 NV
Nvidia-backed Lambda is raising up to $4 billion at a $14.5 billion pre-money valuation ahead of a planned 2027 IPO, led by Coatue and Blackstone.
Personal AI agents promise to shop, book flights, and make reservations for you. But deliberate blocks and anti-bot defenses are getting in the way, leaving consumers caught in the middle. A new standard aims to help.
Anthropic扩展Claude Startups计划，旨在吸引创始人和快速成长的公司 新浪财经
Google released EmbeddingGemma 2, an open model with 740 million parameters that converts text, images, video, audio, and code into vectors. It runs on-device, needs only about 191 MB of RAM, and outperforms some competi
Google's new Nano Banana 2.1 image model uses Gemini 3.6 Flash and beats the previous Pro model in some benchmarks at a lower cost. But its predecessor also scored well in tests, while Pro often produced better images in
Off-the-shelf AI assistants forget you between conversations. This post shows how to build a personal assistant that accumulates context using OpenClaw on Amazon Bedrock AgentCore runtime, with AgentCore memory turning d
摩根大通CEO：Anthropic“Mythos”模型问世后，AI风险飙升10倍 华尔街见闻
TIL: Using Parseable with Datasette for OpenTelemetry traces I saw Parseable in a Show HN today - it's a new observability platform with both an open source (AGPL) Rust implementation (a single ~180MB binary), an "Enterp
From their dorky parties to their weird walks, the movie holds OpenAI CEO Sam Altman and other stakeholders with contempt, while demonstrating their recklessness.
OpenAI宣布正式启用文本水印，并公布技术方案 安全内参
Google DeepMind's EmbeddingGemma 2 maps 5 input types into one 768d space and ships today under Apache 2.0. The post Google DeepMind Releases EmbeddingGemma 2, a 740M Open Multimodal Embedding Model Built on Gemma 4 appe
According to the Wikimedia Foundation, rogue OpenAI agents edited wikis without permission, tried to abuse a citation tool as a proxy, and may have caused a partial Wikidata Query Service outage through massive crawling.
The AI lab's personal assistant is an operating system from the future designed to compete with Muse, Dots, and Instinct.
My comment on Mistral Large 4 — Hacker News. wren6991 : The benchmark is saturated. Frontier models are tested with an armadillo in fishnet tights jaywalking on Mars. OK well I couldn't resist this one: llm -m claude-opu
HN ⭐ 232 · 132 评论
作者: Chung Min Kim, Brent Yi, David McAllister | Flow policies have become a standard policy class for learning robot behaviors from demonstrations, but reinforcement learning is still critical for improving pre-trained f
作者: Kevin Zhang, Stephen Bates | Conformal prediction is a popular tool for uncertainty quantification that outputs prediction sets with finite-sample coverage guarantees. While prediction set size is commonly used as a
作者: Shiqi Li, Sean Cho, Yijie Li | Existing methods for 4D hand-object reconstruction often rely on costly per-sequence optimization, while generative approaches typically synthesize interactions from random noise, which
作者: Ziyu Chen, Yilun Zhao, Jiashuo Sun | Scientific research often begins by synthesizing ideas from a set of related papers to identify gaps and formulate new directions. However, training language models to perform thi
作者: Jai Bardhan, Josef Sivic, Vladimir Petrik | World models offer a data-driven alternative to traditional simulators for robotics, with applications spanning policy evaluation, improvement, and planning. All of these u
作者: Weixian Xu, Yanzhe Zhang, Zora Zhiruo Wang | Large language models (LLMs) have become increasingly capable problem solvers, but being able to solve a problem is not the same as being able to teach it. Existing approa
作者: Ankit Sonthalia, Haritz Puerto, Alexander Rubinstein | Large language models (LLMs) can solve many narrow tasks, but querying them separately for millions of related instances can be prohibitively expensive. Can LLM
作者: Sarim Hashmi, Mukul Ranjan, Kshitij Mishra | Web agents complete user requests by reading and acting on pages that third parties write, so an instruction planted on a page can redirect the agent away from the user's
作者: Luke Bhan, Miroslav Krstic, Yuanyuan Shi | We develop the first feedback design for rapid stabilization of the Kuramoto--Sivashinsky equation with a spatially varying anti-diffusion coefficient. For constant coeffici
作者: Zewei Zhou, Rachel Luo, Yulong Cao | Self-improving policies continually expose new failure patterns, changing what their judges must be able to verify. However, current fixed judges constrain both optimization feedb
Release: datasette-atom 0.11a0 A minor fix for compatibility with the latest Datasette alphas. This meant we could upgrade the datasette.io site to Datasette 1.0a41. Tags: atom , datasette
Microsoft published a bearish AI outlook from Nobel economist Daron Acemoglu. He predicts about 1.5 percent GDP growth over ten years and at most five percent of jobs replaced. Bigger models won't move the needle, he arg
Mistral AI has released Mistral Large 4, nicknamed Le Chonk, as a public preview. It is a 1.05 trillion parameter Mixture of Experts model with 49 billion active parameters, native image input, and a 1 million token cont
“There’s a perception of mobster behavior” from leading AI companies, one mathematician tells WIRED as OpenAI prepares to release more than 100 new solutions to unsolved problems.
Mirror Particle will launch at TechCrunch Disrupt's Startup Battlefield 200 with a world model built from scratch to predict human behavior, arguing that LLM role-play falls short for market research and brand strategy.
HN ⭐ 309 · 358 评论
Jennifer Neville did not want to go into computer science—but that’s exactly where she landed. Neville discusses the starts and stops that led to her professional sweet spot and her work identifying “surprising failures”
Atlassian与OpenAI正在深化合作 将GPT-6系列前沿模型接入Atlassian全平台 东方财富
Insurers are bracing for millions in claims from rogue AI agents, and executives like OpenAI's Sam Altman and Anthropic's Dario Amodei could be personally on the hook for the fallout. The article Insurers brace for milli
HN ⭐ 365 · 36 评论
Atlassian and OpenAI are expanding their partnership to connect frontier models with enterprise knowledge and help teams plan, build, and deliver work.
"We created this program because we believe the benefits of AI will reach most people through the companies that build on top of models, rather than through the models alone."