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Adafruit Blog
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  • 01
    Witch’s Cauldron House – LED Tea Light Halloween Decoration #3DThursday #3DPrinting
    Allpa_112 shares: A witch’s cauldron-shaped house designed precisely for LED tea lights, so the windows and ‘poison’ illuminate for great atmospheric effect in the dark. Multi-part assembly — mostly no supports needed (recommended only for window/door frames). Multi-color printer not required, just plug or glue parts together. 11cm base, 8.5cm tall at 100% scale. Fits […]Pedro
  • 02
    Modular LED Lighting System – Hexagons, Rectangles, Triangles + Tracks #3DThursday #3DPrinting
    Contrapaul shares: A modular, customizable light system that supports hexagons, rectangles, triangles, and straight tracks. Designed to limit hardware needs and be fun to build. Feb 2026 update adds core pieces with channels to hide wires and a drop-in hanger. Dec 2025 update added small hexagon pieces with press-fit clips for wire retention. STEP files […]Pedro
  • 03
    From the mail bag…
    From the mail bag! Adafruit is one of the brands I genuinely respect in this space. Building the Learning System as free, open, carefully written documentation, while manufacturing in NYC and championing open-source hardware, is a rare set of values to hold all at once. My capstone used Arduino-class hardware, so I know firsthand how […]Ben
  • 04
    Articulated Skeleton Hand – Halloween Decor with Pumpkin Lantern #3DThursday #3DPrinting
    mingGY shares: A 3D-printed articulated skeleton hand paired with small accessories like pumpkin lanterns. Realistic joint detail and flexibly poseable. Print tolerances may cause joint looseness over time — restore damping with clear nail polish on joint heads. Great home decoration or holiday display. By MingGY download the files on: https://makerworld.com/en/models/1841827-articulated-skeleton-hand Every Thursday is #3dthursday […]Pedro
  • 05
    SHOW and TELL 8/19/26 with @johnedgarpark #ShowandTell @adafruit
    The biggest and longest running worldwide online Show and Tell LIVE! 8/19/2026 at 7:30pm Eastern. Video. Hosted this week by John ParkJohn Park
  • 06
    The Python on Microcontrollers Newsletter: subscribe for free
    The Python for Microcontrollers Newsletter is the place for the latest news involving Python on hardware (microcontrollers AND single board computers like Raspberry Pi). This ad-free, spam-free weekly email is filled with CircuitPython, MicroPython, and Python information that you may have missed, all in one place! You get a summary of all the software, events, projects, and the latest hardware worldwide once a week, no […]Anne Barela
  • 07
    Monitoring Blood Pressure in ICU with Wearable Sensors and AI
    Johns Hopkins University researchers have developed a system to continuously monitor blood pressure without the need for arterial lines. Familiar blood pressure cuffs that wrap around the arm aren’t invasive, but they only provide intermittent readings. The team created a system called MOSAIC based on two sensors—one placed on a patient’s chest, and the other […]Takara
  • 08
    Arduino Spider-Man Web Shooter #WearableWednesday
    Built from cardboard, an Arduino, a motion sensor and some clever crafting, Barquinics created this web-shooter. Not quite ready to swing from the rooftops, but they it does look super fun! see the guide on Instructables: In this project, we’ll build a wearable, motion-triggered web-shooter using an Arduino Nano and an accelerometer. Just make a […]Ben
  • 09
    Live TfL bus arrivals + weather departure board on a Pimoroni Badger 2350 e-ink badge
    A £30 badge on the wall by the door that tells you whether to run for the bus. Marcio Lopes has created a MicroPython app for the Pimoroni Badger 2350 e-ink badge that turns it into a tiny live departures board for a London bus stop, using Transport for London’s (TfL) open arrivals API, with […]Anne Barela
  • 10
    Google Chrome web browser for 64-bit Arm Linux and tested on Pi 5
    Google Chrome web browser is now available for 64-bit Arm Linux, and CNX quickly tested it with Raspberry Pi OS on a Raspberry Pi 5 2GB SBC. The open-source Google Chromium web browser has been available for Arm Linux for years, but it lacks some features such as account sync, out-of-the-box DRM support, and automatic […]Anne Barela
  • 11
    A true telnet BBS hosted on a Casio calculator
    Ian is seemingly doing the impossible: hosting a bulletin board service (BBS) on a Casio VX-4. About a eight weeks ago I had virtually no interest in calculators. Blank, dull, tedious-looking objects that remind me of long, arduous rainy afternoons in 1980’s/1990’s school maths classes. Fast forward to August 14th, 2026 and I now own […]Anne Barela
  • 12
    Unearthing a 31 year old Easter egg in Ecco the Dolphin
    The Rings of Saturn blog examines the PC version of Ecco the Dolphin. This game is adapted from the 1993 Sega CD version of Ecco, which is an enhanced version of the 1992 Sega Genesis original. There’s a full-featured debug mode cheat for the console editions. Among other things, it lets you skip stages and […]Anne Barela
  • 13
    RISC-V: They should have known better
    Dmitry Grinberg on Dmitry.GR is often asked to explain a distaste for RISC-V. A recent post lays it all out on the table. I am often asked to explain my distaste for RISC-V and I often find myself explaining it piecewise. The reactions are often of the form “you just do not understand the brilliance […]Anne Barela
  • 14
    PicoCamera: An Arduino-compatible camera library for the RP2040 / RP2350
    PicoCamera is an Arduino-compatible camera library for the RP2040 / RP2350, featuring an esp32-camera aligned API and broad sensor support, such as OV2640 OV3660 and OV7670. The API aligned with esp32-camera (esp_ prefix becomes pico_), and is based on PIO + DMA capture. For sensor controls (sensor->set_vflip etc.), OV2640 is fairly complete (vflip/hmirror/brightness/contrast/saturation/white balance/exposure/effects/quality…); OV3660 […]Anne Barela
  • 15
    Common Lisp for the Amiga (CL-Amiga)
    Manfred Bergmann has created CL-Amiga, or Clamiga for short. It is a Common Lisp implementation built for the Amiga family — classic AmigaOS 3 on 68k and MorphOS as a fully native PPC build, AROS and AmigaOS 4 may be to come — but it also runs on macOS and Linux. Common Lisp is one […]Anne Barela
  • 16
    Cyber Trace Pad
    Cyber Trace Pad is a new product by SuiLab. This LED gadget features a grid of 144 LEDs. When you touch the touchpad area, the LEDs at the top will light up according to where you touched. Additionally, performing specific actions will activate special LED motions. There are a total of 9 special motions in […]Anne Barela
  • 17
    Tutorial: Glow Up Your Festival Coat with WLED
    Glow up your festival wardrobe with programmable LEDs! In this new tutorial from Erin St Blaine, learn how to add colorful, animated lighting to a faux fur coat using WLED. The fur trim and oversized cuffs become glowing canvases for colorful animations, sound-reactive effects, and custom patterns. Different sections of the coat can run their […]Erin St Blaine
  • 18
    Resources for designing user interfaces
    Unsung writes that developer Matt Sephton and others compiled many of Apple’s human interface guidelines, starting from 1980 through 2014, including some goodies like early drafts, NeXT, Newton, and so on. Additional design lists are presented – if you’d like some good links to compiled resources, see the post here.Anne Barela
  • 19
    An open-source emulator + analysis toolkit for Nokia DCT3 phones
    Nokia DCT3 Emulator is an open-source emulator and architectural-analysis toolkit for Nokia DCT3-era phones — the 3310, 3210, 3410, 5210, 6210, 6250, 7110, 8210, 8250, 8810, 8850 and their siblings. It boots real firmware in the browser and in a native SDL GUI, faithfully modelling the MAD2 platform ASIC, the CCONT power controller, the […]Anne Barela
  • 20
    Unexpected Maker FeatherS31
    Unexpected Maker has previewed a working FeatherS31 board based on the new Espressif ESP32-S31. Unfortunately, there are a few holes in ESP-IDF S31 support right now – some will get filled, and some likely won’t 🙁 Biggest show stopper right now is this (ESP32-S31 missing USB (OTG) CDC Console support). See the post on X/Twitter.Anne Barela
  • 21
    Build your own Raspberry Pi factory
    Level 2 Jeff shared this video on Youtube! Raspberry Pi sent me a little piece of a Pi Factory—a CM5 Programming Jig! You can buy one too; they’re $600. Not that many people watching this will ever need one, especially considering CM5 pricing lately due to DRAM price shenanigans 🙁 It’s interesting nonetheless, so watch […]Jessie Mae
  • 22
    Graft gives your coding agent a map of your codebase
    Here’s something that may sound familiar if you’ve been coding with an AI assistant. Every time you start a new session, the agent begins blind. It greps for a term, opens a file, follows an import, backs out, and tries again, rebuilding a picture of a codebase it already mapped an hour ago and then […]Anne Barela
  • 23
    GoldenEye 007 100% decompiled
    After roughly nine years in progress, Rare’s 1997 spy shooter GoldenEye 007 has successfully been 100% decompiled by KholdFuzion and co., exposing all the working code and microcode behind the landmark title, preserving it for generations to come, and opening the doors to a plethora of possibilities, such as more accurate and complex modifications (like Random-Eye-zer) and ports. […]Anne Barela
  • 24
    The Reticulum Network
    Reticulum is the cryptography-based networking stack for building local and wide-area networks with readily available hardware. Reticulum can continue to operate even in adverse conditions with very high latency and extremely low bandwidth. The vision of Reticulum is to allow anyone to operate their own sovereign communication networks, and to make it cheap and easy […]Anne Barela
  • 25
    3D Hangouts on Friday for CircuitPython Day
    Hey folks, just a reminder that this weeks 3D Hangouts livestream will happen on Friday, August 21st at 11am ET in celebration of Circuit Python Day 2026. Until then, remember to make a great day! 3D Hangout Show Playlist: https://www.youtube.com/playlist?list=PLjF7R1fz_OOVgpmWevin2slopw_A3-A8YNoe Ruiz
  • 26
    JP’s Product Pick of the Week 8/18/26
    If you missed this week’s livestream of John Park’s Product Pick(s) of the Week, not to worry, here’s the video. This week’s pick is the NeoPixel Stick – 8 x 5050 WWA White LEDs with Integrated Drivers! Watch the video to find out about the NeoPixel Stick – 8 x 5050 WWA White LEDs with […]Kelly
  • 27
    The Benchmark-pocalypse
    There’s been a lot of talk about the vuln-pocalypse, to which Dan Luu doesn’t have much to add because Dan isn’t not a security person. But there hasn’t been much discussion on the closely related (and to be fair, less serious, issue), the benchmark-pocalypse. While it’s become easier than ever to make serious performance gains, […]Anne Barela
  • 28
    Wide format scanning using photography on a train or ferry
    Philomena posts on Philo’s Website about using an industrial linear scanning camera to take very wide photos out of trains and ferries. Getting it working has been quite the challenge, but I think the results speak for themselves. The camera is pointed out of a moving vehicle and is constantly capturing a single vertical line […]Anne Barela
  • 29
    Meta files a patent for facial recognition and automatic recording of people
    Meta has filed for a patent that includes a “memory recall” system that appears to: detect people via facial recognition, record them automatically, and show you a highlights reel later. Meta’s Ray-Ban smart glasses have garnered a reputation as “covert/spy” glasses, with many reports of them being used to record people surreptitiously using the onboard […]Anne Barela
  • 30
    Data centers raise nearby temperatures by up to 4 degrees in Phoenix
    A new paper in the Journal of Engineering for Sustainable Buildings and Cities entitled Data Center Waste Heat as an Emerging Urban Thermal Hazard: First Field Measurements of Neighborhood-Scale Air Temperature Impacts by David J. Sailor, Soroush Samareh Abolhassani, Eli P. Martin: Data centers are among the fastest-growing sources of concentrated anthropogenic heat in urban […]Anne Barela
AIbase
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  • 01
    Mariano-Florentino (Tino) Cuéllar to join Anthropic as Chief Global Affairs Officer
    Mariano-Florentino (Tino) Cuéllar will join Anthropic as its first Chief Global Affairs Officer, leading the company’s work on policy, strategic international engagement, and government relationships worldwide. Tino’s career spans law, technology, international security, and public institutions at the international, national, and state levels. He recently stepped down as President of the Carnegie Endowment for International Peace, a leading independent global policy research institution with sch
  • 02
    Investigating three real-world incidents in our cybersecurity evaluations
    In a review of our cybersecurity evaluation transcripts, we found three incidents in which a Claude model reached the internet from within or while interacting with a third-party evaluation environment, and then gained unauthorized access to the real systems of three different organizations. Below we describe what happened, how it happened, and what we’re changing. We encourage other AI labs to perform similar reviews. This post reflects our current understanding; we'll update it if any details
  • 03
    Our position on open-weights models
    A post by Dario Amodei, Anthropic CEO Over the last few days there has been a lot of discussion about open-weights models, especially those from China. Reports suggest that some US officials are considering banning the use of Chinese open-weights models by US companies. In response, many tech companies have signed a letter supporting open-weights models, and some people have even accused Anthropic of wanting to ban open-weights models as a means of protecting our business. Anyone who has read my
  • 04
    Cognizant and Anthropic expand their partnership to bring Claude to enterprise clients
    We're expanding our partnership with Cognizant , one of the world's largest technology services companies. Cognizant uses Claude in the systems it builds and runs for clients across manufacturing, life sciences, insurance, and other industries. With the expansion of our partnership, it’s embedding Claude across its own business and engineering platforms, scaling a Claude-certified workforce as part of its new Frontier Certified workforce model, and becoming a Global Premier Partner in the Claude
  • 05
    Introducing Claude Opus 5
    Claude Opus 5 is available today. It’s a thoughtful and proactive model that comes close to the frontier intelligence of Claude Fable 5 at half the price. On coding and knowledge work evaluations like Frontier-Bench and GDPval-AA , Opus 5 is the new state-of-the-art, though it remains behind Mythos 5 on cybersecurity tasks. Opus 5 is designed to be used every day: it works more efficiently than other models. It’s the new default model on Claude Max, and the strongest model on Claude Pro. Perform
  • 06
    A research agenda for the Economic Futures Research Fund
    We’re sharing the research agenda for the Anthropic Economic Futures Research Fund. We’re committing $200 million to the fund to support ambitious external research on interventions to prepare society for the economic impacts of AI. With the research the Fund supports, we want to study what programs could make the economy more flexible and resilient, ensure the benefits of AI are shared, and minimize the harm that AI-driven disruption could cause. In the fund, we’ll prioritize five research area
  • 07
    Ask Claude about the Anthropic Economic Index
    People have hard questions about AI and work: which jobs will change, which tasks are being automated, and what it means for their own field. The Anthropic Economic Index exists to help answer them with real data. Today we're launching the Anthropic Economic Index connector for Claude, which lets anyone explore that data directly. The Anthropic Economic Index measures how AI is actually being used in the economy. The Index’s data has been useful to researchers, journalists, and policymakers, but
  • 08
    Anthropic is donating another $20 million to Public First Action
    We're contributing an additional $20 million to Public First Action , bringing our total support to $40 million. Public First Action is a non-partisan organization that educates the public about AI and works with Republicans, Democrats, and Independents who are serious about putting sensible AI safeguards in place. Both of our donations were made exclusively to support Public First Action’s public education and policy mission, and cannot be used to influence the election of any candidate for fed
  • 09
    Apply for Anthropic’s AI for Science rare disease research grants
    Last spring, we announced Anthropic’s AI for Science program , an initiative designed to accelerate scientific research and discovery through access to our API. Since launching, we have supported researchers working on a variety of high-impact projects, ranging from drug repurposing to quantum simulation. Throughout this initiative, we have found that projects are more generative when multiple AI for Science grantees are working on related questions and exchanging tips. So we now plan to launch
  • 10
    Introducing Claude for Teachers
    We're introducing Claude for Teachers , providing verified K-12 educators in the US free access to premium Claude capabilities, a library of teaching skills, and a direct connection to evidence-based curricula, mapped to academic standards in all 50 states. Why we’re building for teachers Decades of research show that practices like differentiation, mastery-based learning, and small group instruction reliably improve student achievement, but teachers are often short on time and resources to impl
小众软件
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4小时前更新
  • 01
    被吐槽多年的 Win11 右键菜单,终于变快了?
    Windows 11 右键菜单更新啦!但它快了吗? 前几天吐了个槽: 今天才看到,也差不多是同一天,微软给预览体验成员发送了《改进文件资源管理器和右键菜单:更快、更简单、更可自定义》的内容: 推出了经过大幅重新设计的上下文菜单体验,它比以往任何时候都更快、更简洁、更可定制。 新的 Windows 1青小蛙
  • 02
    史前动物博物馆:和孩子一起看双语 3D 小博物馆,18 只恐龙
    女儿3岁时,喜欢恐龙,却害怕恐龙打架。 看到电视里的恐龙追逐、撕咬,她会躲到爸爸身后;但过一会儿,又会偷偷探出头继续看。 于是,一位程序员爸爸做了一座“安静版恐龙博物馆”:去掉追逐和战斗,只留下可以慢慢观察的史前动物。 现在,孩子可以像逛博物馆一样,自己旋转、放大、认识这些远古生命。 来自发现频道的青小蛙
  • 03
    让 Al Agent 看懂所有文档:将任何文档转换为统一的 Markdown 格式
    Firecrawl 最近开源了 PDF Inspector 和 AnyDoc 两个项目,解决 AI Agent / RAG 场景里的一个基础问题:如何把各种文档快速、准确地转换成 AI 能理解的 Markdown。@Appinn Firecrawl 是一个面向 AI 应用的网页抓取与数据转换平台,主青小蛙
  • 04
    Flow – 在线开源 ePub 阅读器|如何制作 ePub 格式电子书
    Flow 是一款美观、开源的在线开源 EPUB 电子书阅读器。可以在线使用,也可以自部署。@Appinn 来自 VIctoryRoad 同学推荐的在线 ePub 阅读器:https://meta.appinn.net/t/topic/89550 Flow 可以离线运行(在安装后),而非离线时,Flo青小蛙
  • 05
    在 Windows 上运行 Linux 到底有多简单?
    Linux 是 Windows 的竞争对手吗?可能并不是。 在今年4月份的一次采访中,Canonical 副总裁表示 Ubuntu 在 Windows WSL 上的增长非常迅速。 得益于 AI 和机器学习,很多开发者在拿到 Windows 设备后的第一件事,就是使用 WSL 安装 Ubuntu。 并青小蛙
  • 06
    发现频道:10款大家发现的好评软件[2026年第33期]
    最近10日,来自小众软件论坛的发现频道的热门排行榜,由系统自动生成,直接列出来: 序号 主题 1️⃣ ViiTor AI – 集视频翻译、声音克隆、AI 配音和视频二创于一体的 AI 音视频工具 2️⃣ 【开源自荐】「Aether 扶摇」Android/iOS 高颜值轻量 AI Agen青小蛙
  • 07
    开源下载工具 Motrix 2.0.0 测试版发布,消失 3 年再次更新,支持 AI Agent 控制下载
    Motrix 是一款开源下载工具,支持 HTTP、FTP、BT、磁力链等多种下载方式,曾经是不少人的装机必备。刚刚 Motrix Turbo beta 发布,这是一个时隔3年的重构版本。@Appinn 佛系更新 Motrix 的更新速度一直比较佛系。上一次听到 Motrix 的消息是2026年5月份青小蛙
  • 08
    微软兑现承诺:Windows 11 这几个月真的变好了吗?
    在今年3月份,微软承认 Windows 11 问题太多(30+项),说4月份就开始动手修。现在已经8月份了,微软再次回应了这个问题:Windows 质量:我们三月份做出的承诺的最新进展。 一起来看看,Windows 11 这几个月修复了哪些问题? 微软的承诺与实现 以下内容对比来自微软 Pavan青小蛙
  • 09
    LocalSend 时隔18个月更新,发布第一个 LocalSend CLI 版本,可通过命令行传输文件
    著名的跨平台文件传输工具 LocalSend v1.18.0 于 2026年8月11日(今天)正式发布,这是其 18 个月以来的第一次更新。新增了 CLI 版本,即通过命令行传输文件。还新增了 IPv6 支持。@Appinn LocalSend 终于更新了! LocalSend v1.18.0 更新青小蛙
  • 10
    本周赛博领鸡蛋(8.14~8.20):《漫漫长路 沙巫之旅》、《旁观者:列车长》
    本周 Epic Games 共送出 1 款电脑游戏,1 款手机游戏。其中电脑游戏为《漫漫长路 沙巫之旅 / Caravan SandWitch》,手机游戏为锁区的《旁观者:列车长 / Beholder: Conductor》。@Appinn 《Caravan SandWitch》 《Caravan青小蛙
Apple
Newsroom
15天前更新
Apple Podcasts
中国区 Top 100
3小时前更新
AppleInsider
实时热榜
4小时前更新
  • 01
    European Commission approves of Apple's new App Store terms even if Epic doesn't
    There has been very little pushback against Apple's new business terms in the EU, primarily from Epic Games, and even the European Commission has welcomed the changes. The European Commission is finally happy with Apple's App Store business model The Digital Markets Act forced Apple to rethink its business model in the European Union, which was initially rejected due to the Core Technology Fee and confusing rates. After going back to the negotiating table, Apple seemingly has found a solution thWesley Hilliard <wes@appleinsider.com>
  • 02
    Distortion & speculation warrant denying OpenAI request for lawsuit dismissal, says Apple
    Apple sued OpenAI for alleged trade secret theft, and after OpenAI's weak attempt to have the case dismissed, Apple has doubled down on its claims in a new filing. Apple and OpenAI are at odds in a lawsuit alleging trade secret theft The Apple lawsuit against OpenAI started with several odd public statements from the company denying the accusations. OpenAI filed for dismissal on August 5, simply arguing that it didn't need Apple's trade secrets and that Apple is the one that can't compete. In thWesley Hilliard <wes@appleinsider.com>
  • 03
    Schlage Sense Pro review: UWB Home Key proves itself again on this sleek smart lock
    The Schlage Sense Pro is the latest smart lock to support Apple Home Key via Ultra Wideband, and while it's an impressive solution, it's largely an Apple-only lock at launch. Schlage Sense Pro review: Exterior view of the UWB-powered deadbolt Ultra Wideband can automatically unlock your door as you approach, with greater reliability and performance than Bluetooth smart locks. So far, only one or two UWB smart locks have reached the market. The Schlage Sense Pro , first shown off at CES 2026, isAndrew O'Hara <andrew@appleinsider.com>
  • 04
    AirPods with cameras not coming till 2027, won't take photos
    In spite of a recent demo video leaking, the AirPods with cameras are rumored to not be ready for release until 2027. Also, concerns over them becoming "pervertpods" can be set aside. AirPods with cameras won't be able to take photos After Apple accidentally leaked its own video of AirPods with cameras, speculation has been running wild. A new rumor suggests that the timeline for release hasn't shifted. According to a report from Bloomberg , Apple is expected to debut a set of AirPods Pro 4 withWesley Hilliard <wes@appleinsider.com>
  • 05
    New Apple Store to open in Meridian, Idaho just outside of Boise
    Plans for a new Apple Store location have been discovered for a new shopping center just outside of Boise, Idaho in a location called Village at Meridian. An Apple Store is opening in Meridian. Image source: Meridian City Website Apple has retail locations around the world, but it has always been highly selective about when and where it will open up shop. Their rarity plays a part in the high traffic the stores tend to receive. According to a report from Boisedev outlining new stores opening atWesley Hilliard <wes@appleinsider.com>
  • 06
    Ceramic Apple Watch Series 12 is getting more rumor mill traction
    The possibility of a return to a ceramic Apple Watch body is growing, after a serial leaker posted about its arrival in the Series 12 model. Apple Watch Series 5, in ceramic Apple is anticipated to bring out the Apple Watch Series 12 this fall, but it's not expected to be a major upgrade or redesign. That said, there are rumors of a revival of a specific material. Continue Reading on AppleInsider | Discuss on our ForumsMalcolm Owen <malcolm@appleinsider.com>
  • 07
    Beats 360 retail leak spills almost everything about the over-ear headphones
    The Beats 360 have leaked yet again, with retailer listings detailing practically all of the important features of the over-ear headphones. A leaked image of the Beats 360 - Image Credit: Reddit When it comes to product launches from the Apple-owned Beats by Dre , it's usually one that has already been leaked multiple times. A lot of the leaks are carefully managed promotions , such as providing them to soccer players during the World Cup, but sometimes they are completely unplanned . The latestMalcolm Owen <malcolm@appleinsider.com>
  • 08
    Meta brings its personal assistant app to Mac, for better and worse
    Meta AI has arrived as a beta Mac app, but the company's data collection practices make the privacy tradeoff worth considering before diving straight in. Meta AI comes to Mac in a new desktop app Another AI app is making its way to Mac. This time, it's Meta AI, the progeny of Facebook's parent company, Meta. Meta AI has existed for a while and was previously available as a standalone app for iOS and Android. It is also available as part of WhatsApp, Instagram, Messenger, and Facebook. Continue RAmber Neely <amber@appleinsider.com>
  • 09
    What to expect from the 2026 Apple TV 4K: Siri AI, Siri Remote, better networking, more!
    It has been a long time in coming, but Apple is preparing at least two big changes to the Apple TV 4K . Here's what we know about the streaming set-top box update set to finally arrive in the fall of 2026. An Apple TV and Siri Remote Previous updates to the Apple TV haven't been that major over the years, as there's only so much you can improve with a streaming box. However, that doesn't seem to be the case for the next iteration of Apple TV 4K. Thanks to a pair of leaks that stem from Apple itsMalcolm Owen <malcolm@appleinsider.com>
  • 10
    Apple Maps ads will be tasteful and minimal, might even help your local businesses
    Search ads in Apple Maps will provide a great incentive system for local businesses to care about the platform, but it appears to be a bridge too far for users. It's a problem of Apple's own creation. Apple Maps is gaining new ways for businesses to care about the platform Advertising isn't inherently evil , but Apple's work to make users wary of surveillance capitalism has become a double-edged sword. We're all more aware of the dangers of data collection and its misuse. That also means we've bWesley Hilliard <wes@appleinsider.com>
  • 11
    Predictable as the tides, Epic Games hates the new EU App Store fees
    Hours after Apple made changes to its EU App Store fees, long-time opponent Epic Games and CEO Tim Sweeney lashed out, complaining that Apple didn't do enough. A Fortnite parody of Apple's famous 1984 commercial - Image Credit: Epic Games. On Tuesday, Apple attempted to appease the European Union by changing the terms and fees for developers distributing iOS and iPadOS apps in the region. The effort involved simplifying the fee structure to use only percentages, as well as some simpler businessMalcolm Owen <malcolm@appleinsider.com>
  • 12
    The best look into Apple's past comes from this 'MacWeek' archive
    Long before rumors on Weibo, there was the "MacWeek" journal, an indispensable and utterly beloved read in the '80s and '90s for everyone wondering if the Mac or even Apple itself was going to survive the week. Where it all began: issue 1 of "MacWeek" is now on the Internet Archive. In the 1990s, US publisher Ziff Davis started up computer magazines in the UK and I was a features editor on one of them. Being part of that corporation meant we did regularly get company-wide emails saying we shouldWilliam Gallagher and Mike Wuerthele <news@appleinsider.com>
  • 13
    Incoming! Amazon expands drone delivery so you can get new AirPods faster
    Amazon is expanding the reach of its Prime Air drone delivery service to almost 500 cities and towns in 2026, air-dropping iPhone deliveries to millions of people in as quick as 30 minutes. An Amazon MK30 delivery drone - Image Credit: Amazon Amazon Prime Air is the retailer's attempt to make drone deliveries a reality. It's a program that's over a decade old , and has so far been servicing a few metropolitan areas in the United States. On Wednesday, Amazon said it plans to expand the reach of PMalcolm Owen <malcolm@appleinsider.com>
  • 14
    Apple's M5 MacBook Pro with 96W adapter plunges to $1,699 ($320 off)
    B&H's $320 price drop on Apple's M5 MacBook Pro delivers the lowest price available, but supply is limited. B&H has some of the best MacBook Pro deals in effect this week, with models priced as low as $1,699 . Of note is the 14-inch M5 spec with 16GB of RAM and a 1TB SSD in Space Black. This model also comes with a 96W USB-C power adapter, a $20 upgrade at Apple. Buy M5 MacBook Pro 16GB/1TB for $1,699 Considering Amazon is selling the same M5/16GB/1TB spec with the 70W adapter for $1,849 , thisChristine McKee <christine@appleinsider.com>
  • 15
    Apple's home automation hardware might work more like Apple Watch than a HomePod
    New code references found in macOS Tahoe describe how the rumored HomeHub will work. If you've got an Apple Watch, you'll feel right at home. Details of Apple's HomeHub have been revealed Apple has been rumored for years to be making what has variously been known as a HomeHub, a HomePad , or just a HomePod with a screen. Now in the midst of many future products seemingly revealed in a macOS release, there is evidence of how the device will function. The code specifically says that the device wilWilliam Gallagher <wg@williamgallagher.com>
  • 16
    PSA: Do not buy iPhone 18 Pro cases before Apple's launch
    Every year, someone brings out cases for the new iPhones early and every year, you risk utterly wasting your money. It's safer to wait. Detail from the Otterbox case being sold in Best Buy for the iPhone 18 Pro - image credit: Mark Gurman. It's not long now until the launch of the iPhone 18 Pro , with the smart money saying it will be on September 9, 2026 . Even if that's wrong, though, one thing is unquestionably right: you must not buy a case early. As spotted by Mark Gurman, Otterbox has madeWilliam Gallagher <wg@williamgallagher.com>
  • 17
    Lexar Armor 700 8TB review: Impressive capacity, good speeds, with a catch
    Lexar's new 8TB SSD is a dream for creatives, but Apple's port choices are holding it back. Let's find out if the large capacity Armor 700 is still worth buying. Lexar Armor 700 8TB review: The Lexar drive is good, but Apple won't support USB 3.2 Gen 2x2 As both a photographer and videographer, I'm always churning through storage. I have near a hundred terabytes sitting on my desk in one fashion or another. Recently, I've been working more mobile than I had been, requiring somewhat of a reevaluaAndrew O'Hara <andrew@appleinsider.com>
  • 18
    What's new with the Camera app in iOS 27: Siri mode, enhanced controls, & more
    In iOS 27 , Apple is bringing a welcomed set of changes to the stock Camera app. Here's how it has evolved, what you can now do, and what we didn't see. Apple's updated Camera app with iOS 27 There are hundreds of changes throughout iOS 27, and the Camera app has its fair share. It's both easier to use and more powerful than before, so let's walk through it. Jumping into the app, it still looks very familiar. The general layout, color scheme, and functionality have all remained. Continue ReadingAndrew O'Hara <andrew@appleinsider.com>
  • 19
    Apple services outage hit iCloud, Game Center, Find My, and more
    Syncing your data with iCloud was temporarily unavailable, as an outage has affected multiple Apple services, causing issues for developers and users alike. iCloud and other Apple services were hit by an outage on Tuesday. Virtually everything on an iPhone or iPad can be uploaded to iCloud and synced across compatible devices. However, the services that power this functionality can sometimes become unresponsive, which is what happened on August 18. According to Apple's System Status page, severaMarko Zivkovic <marko@appleinsider.com>
  • 20
    Apple's EU App Store changes are big, and a preview of what's coming in the US
    Apple's changes to its terms and fees for developers distributing in the European Union is a premonition of reduced commissions for developers that could soon come to the United States. Apple's attempts to comply with EU rules has led to new app transaction fees - Image Credit: Apple Apple is waging two wars over the App Store , on both sides of the Atlantic. In Europe, it's dealing with the European Commission and the European Union demanding changes to how the App Store earns income, especiallMalcolm Owen <malcolm@appleinsider.com>
  • 21
    New EU App Store terms lower both costs and bar to entry for external payments
    On Tuesday, after much back-and-forth with the European Union, Apple has rolled out new and simpler terms and fee structures for developers that distribute in the area. An EU flag with the App Store logo The terms are greatly simplified. Core technology fees are mostly exterminated, replaced by percentages. For App Store apps using Apple In-App Purchase, the new commission will be 26 percent. For the vast majority of developers, including auto-renewing subscriptions after their first year, thatMike Wuerthele <mike@appleinsider.com>
  • 22
    Apple pledges relief after deadly Indonesia earthquake
    Apple is donating to first responders and relief efforts in Indonesia following the deadly earthquake that has left thousands displaced and triggered more than a 1,000 aftershocks. Apple to donate to Indonesian earthquake relief On August 16, a magnitude-7.7 earthquake struck eastern Indonesia. At the time of publication, the death toll is near 70. Over 200 have been injured, and thousands more have been driven from their homes. According to Reuters , nearly 1,000 aftershocks were detected in thAmber Neely <amber@appleinsider.com>
  • 23
    There is a good reason to praise AirPods with cameras, and not fear them
    There's already social media outrage that AirPods Pro are going to get a camera very soon. Like with mockery about the Snuggie, the Clapper, and so forth, most of the drama badly misses the point. AirPods Pro 2 Meta's AI specs are creepy. They have nearly invisible cameras, whose main protection for the non-wearer is a light that is easily defeated by a piece of electrical tape. This is just the way that they want it . The "protections" that Meta has implemented are pointless by design. ContinueMike Wuerthele <mike@appleinsider.com>
  • 24
    Apple's product identifier leak is a hard mystery to solve
    Apple itself leaked many mystery products that are coming out relatively soon. The leaked product identifiers proximity to others give some clues, but not many. An example of an Apple product identifier The release candidate for macOS Tahoe 26.7 was a trove of information for unreleased products. References to product identifiers littered the build, including for some known-about items. For example, there was sightings of J490 and J491, believed to be versions of the Home Hub. B525 is expected tMalcolm Owen <malcolm@appleinsider.com>
  • 25
    Apple Card users can stack summer savings with 5% Daily Cash travel promotions
    Apple Card is making summer road trips more rewarding with 5% Daily Cash on car rentals, hotel stays, gas and EV charging through September 15. Apple Card adds 5% Daily Cash on travel, gas, and more Summer often means travel, and travel often means travel-related expenses. That's why Apple Card has come up with a panoply of new promotions to help you save the second you hit the road. Apple Card cardholders can score 5% cash back with eligible car rentals through Hertz when they reserve while usiAmber Neely <amber@appleinsider.com>
  • 26
    Apple may be considering adding a Camera Control button to a future iPad
    A newly-revealed patent details a button that can be swiped as well as pressed. It's the iPhone's Camera Control button, and it may be coming to the iPad . Detail from the patent showing an iPad with Camera Control - image credit: Apple Introduced in 2024 with the iPhone 16 range, the Camera Control button has been sufficiently divisive that Apple is even rumored to be dropping it entirely . That's unlikely, if not impossible, and now a newly-granted patent suggests that Apple at least used to hWilliam Gallagher <wg@williamgallagher.com>
  • 27
    A new Siri Remote may be in the works, but don't get excited
    An unreleased device referenced in a beta suggested that there may be a new Siri Remote coming, but we're not expecting a huge shake-up. Code found within the macOS Tahoe beta hints at upcoming Siri Remote Monday's macOS Tahoe beta hinted at an upcoming Siri Remote, referenced as "ATVRemote1,5" in the code. This wouldn't be the first time that we've heard there's a new Siri Remote in the works, either; it's expected to launch alongside the new Apple TV . That doesn't mean that the remote is goinAmber Neely <amber@appleinsider.com>
  • 28
    Save up to $600 on M5 Max MacBook Pro with today's best deals
    Steeper price cuts are in effect on Apple's M5 Pro and M5 Max MacBook Pro lines, with discounts of up to $600 off. Save $600 on a 4TB M5 Max MacBook Pro - Image credit: Apple Today we're following a $600 price drop on Apple's high-end M5 Max 14-inch MacBook Pro with an 18-core CPU, 32-core GPU, 36GB of RAM, and a spacious 4TB SSD. Save $600 on M5 Max 14" MacBook Pro Continue Reading on AppleInsider | Discuss on our ForumsChristine McKee <christine@appleinsider.com>
  • 29
    You can now make a bid on Steve Jobs' 8th-grade science fair project
    RR Auction is holding yet another Steve Jobs -centric auction, stuffed full of signed checks, vintage Apple computers, and Apple marketing memorabilia. Steve's 8th grade science fair project | Image credit: RR Auction The auction , dubbed "Steve Jobs & the Computer Revolution: The Apple 50th Anniversary Auction Part Two," contains more than 200 items. Nearly all of the items are related to Apple in some way, with almost 40 being directly related to the former CEO. As is standard with many auctioAmber Neely <amber@appleinsider.com>
  • 30
    Apple's App Store revenue in danger of being regulated away
    Apple's Services is in danger of losing out on App Store revenue, with regulatory interference perhaps becoming a bigger problem sooner rather than later. A report claims Apple has expressed weakness over App Store regulation A Form 10-Q filed with the U.S. Securities and Exchange Commission came under scrutiny due to a disclosure from Apple. In it, Apple discusses the issue of alternative app storefronts to the main App Store, and of developers monetizing their apps with external linking. "If tMalcolm Owen <malcolm@appleinsider.com>
Ars Technica
实时热榜
4小时前更新
arXiv
cs.AI
15天前更新
  • 01
    ISEE: Interactive Semantic Enrichment for Database Fields
    arXiv:2608.02604v1 Announce Type: new Abstract: LLM-based agents are increasingly being deployed for data-related tasks, including data sense-making, exploration, and retrieval. However, their performance heavily depends on the clarity and completeness of data semantics. In practice, many field descriptions remain ambiguous or incomplete, as much of the essential context (e.g., the meaning of a customized field) originates from users' domain knowledge and is rarely documented publicly. This gapYuan Tian, Yiru Chen, Rakesh R. Menon, Zifan Liu, Ting Cai, Fei Wu, Anudeep Chimakurthi, Prashanthi Ramamurthy, Sridevi Aishwariya Ganesan, Kun Qian, Yunyao Li
  • 02
    Self-Organising Digital Circuits
    arXiv:2608.02606v1 Announce Type: new Abstract: Fault tolerance in classical computing has traditionally relied on static strategies like hardware redundancy and error-correcting codes. Biological systems, in contrast, exhibit adaptive plasticity, maintaining function through dynamic re-organisation around damage. Inspired by this principle, we introduce Self-Organising Digital Circuits, framing functional logic generation and maintenance as a meta-learning problem on graphs. Our architecture emMarcello Barylli, Gabriel B\'ena, Alexander Mordvintsev, Eleni Nisioti, Sebastian Risi
  • 03
    Beyond the Hivemind: Escaping LLM Homogeneity via Meta-Persona Anchoring and Sequential Temperature Scaling
    arXiv:2608.02618v1 Announce Type: new Abstract: Recent studies have identified an ``Artificial Hivemind'' effect in Large Language Models (LLMs) causing models to converge on a narrow, homogenized consensus even for open questions. This semantic collapse limits the diversity of AI, resulting in high inter-response similarity ($\approx 0.80-0.90$) even under high-temperature sampling. In this paper, we propose a novel mitigation framework to increase diversity: Meta-Persona Anchoring combined witTairan Fu, Javier Conde, Carlos Arriaga, Gonzalo Mart\'inez, Pedro Reviriego, Javier Coronado-Bl\'azquez
  • 04
    PULSE: An Executable Contract Language for Spatiotemporal Knowledge Graph Engineering
    arXiv:2608.02630v1 Announce Type: new Abstract: Knowledge graph engineering often distributes accepted state, observations, constraints, processes, and hypothetical scenarios across artifacts whose combined execution contract remains external. We present PULSE, an Object-Process-Methodology-inspired language that localizes four operational roles and their write effects in one typed runtime. Here, modes denote operational roles rather than modal or deontic logic. The implemented contract fixes evDongxu Yang, Ziyi Liang
  • 05
    HyperAgent: Planning and Acting over Tool-Schema Hypergraphs for Tool-Use LLM Agents
    arXiv:2608.02650v1 Announce Type: new Abstract: Large language model (LLM) agents increasingly rely on external tools to complete complex real-world tasks. However, reliable tool-use planning remains challenging due to the limitations of implicit reasoning and the evolving nature of real-world execution environments. Existing tool-use agents typically rely on LLMs to infer tool compositions from textual descriptions, which can lead to inefficient exploration and unreliable execution in complex tZian Zhai, Xingyu Tan, Gaowang Zou, Xiaoyang Wang, Wenjie Zhang
  • 06
    Explainable AI for the EU Right to Explanation: A Systematic Review of the Law-XAI Translation Gap
    arXiv:2608.02699v1 Announce Type: new Abstract: When algorithms make or influence consequential decisions---about loan eligibility, hiring, or healthcare---EU law grants affected individuals a Right to Explanation. Yet whether (and how) Explainable AI (XAI) can satisfy this right in practice remains poorly understood, with direct implications for individuals' ability to contest automated decisions that affect their lives. This paper presents a systematic literature review of XAI in the context oBenjamin Fresz, Elena Dubovitskaya, Marco F. Huber
  • 07
    Predictive Set Theory: A Generative Framework for Cognitive Architecture with Operationalized Core Mechanisms
    arXiv:2608.02704v1 Announce Type: new Abstract: Predictive processing theories portray the brain as a hierarchical prediction engine that minimizes prediction error, yet they lack operational definitions for the structure of a "prediction," the standardized response to a prediction error, and the mechanism that maintains consistency across successive updates. Bayesian cognitive science attempts to subsume all uncertainty under probabilistic belief updating, but it presupposes a closed hypothesisYiyang Yu
  • 08
    Towards a new paradigm of scientific discovery with socialized artificial intelligence
    arXiv:2608.02775v1 Announce Type: new Abstract: Scientific discovery has advanced through successive transformations in the organization of knowledge. Observation and experimentation established the empirical foundations of science. Theory made it possible to derive general principles from particular phenomena. Computation extended inquiry into systems beyond direct observation, while data-intensive methods opened new spaces of pattern and prediction. Science now confronts a different frontier.Xinjie Yao, Xingxin Xu, Xiyuan Gao, Zhoupeng Guo, Kunlong Yang, Dengyu Zhao, Siqi Zhao, Zhihe Fan, Yichen Dong, Xin Li, Jiekang Feng, Jiahe Wu, Sen Wang, Beiming Yu, Kejia Zhao, Ruipu Zhao, Jiaqi Zhou, Heyang Li, Jianjun Chen, Anbo Dai, Xin Liu, Zhengtao Yu, Qinghua Hu, Pengfei Zhu
  • 09
    BAP-SQL: Budget-Aware Observation Planning for Agentic Text-to-SQL
    arXiv:2608.02876v1 Announce Type: new Abstract: Tool-using agents do not merely consume observations: their actions determine what arrives next. In agentic text-to-SQL, a broad query can spend context and database work before useful evidence appears, while post-hoc compression cannot recover omitted rows or expended work. We present BAP-SQL, which treats observation formation as a budget-control stage: it estimates query risk, rewrites SQL when useful, and delegates hard limits to an independentChong Peng, Pin Qian, Su Wang, Yihang Chen, Varun Sah
  • 10
    VeriTrace: Human-Like Temporal Exploration Completes Agentic Action Space
    arXiv:2608.02878v1 Announce Type: new Abstract: Large language models have shown promise for automated Verilog RTL generation, yet state-of-the-art multi-agent systems plateau at ~95% accuracy on standard benchmarks. We trace this ceiling to an incomplete debugging action space: existing systems restrict which signals the agent can inspect, which time windows it can query, or both, reducing debugging to pattern matching on a narrow, predetermined view of circuit behavior rather than hypothesis-dYu-Tung Liu, Cunxi Yu
  • 11
    Interpreting Black-Box Large Language Models with Sentence-Level Energy Landscapes
    arXiv:2608.02879v1 Announce Type: new Abstract: The widespread adoption of proprietary Large Language Models (LLMs) accessed strictly through closed APIs has created a critical challenge for responsible deployment: a fundamental lack of interpretability. To address this, we propose a model-agnostic, post-hoc attribution interpreter operating at the sentence level. Our approach trains an Energy-Based Model (EBM) as a surrogate to capture the LLM's internal conceptual consistency between prompts aMaryam Rezaee, Pooriya Safaei, Maryam Asgarinezhad, Fatemeh Seyyedsalehi
  • 12
    Hypercubes, Hyperplanes, and Constraint-Induced Complexity Collapse in Atomic Concept Learning
    arXiv:2608.02930v1 Announce Type: new Abstract: We revisit higher-arity atomic concept learning through the geometry of hypercubes and hyperplanes of ground instances. Our starting point is the observation that the ambient r-dimensional hypercube of ground atoms is not structurally uniform. Its logical complexity is organized by hyperplanes: every hyperplane other than the full diagonal collapses into finitely many elementary-equivalence classes, with a bound independent of the term depth, whileIrene Tsapara
  • 13
    When Compression Scores Cannot Decide: Information Boundaries for Group-Robust LLM Pruning
    arXiv:2608.02940v1 Announce Type: new Abstract: A reproducible compression statistic can still select the wrong candidate. A dense pruning score with 0.906 split-half reliability predicted a 16.1% gain. Its selected endpoint was 6.0% and 7.7% worse than two controls. We model the gap through information interfaces that delimit which distinctions each statistic supports. For equal-weight groups, a conic law gives the exact pooling price for positive linear fixed-candidate damage, including diagonAndrew Zhang
  • 14
    On the missing data layer and a potential solution
    arXiv:2608.02949v1 Announce Type: new Abstract: Latin America is missing two foundational layers of AI infrastructure: the dataset layer and the benchmark layer. This paper targets the dataset layer. The dataset layer faces two compounding problems: discovery and supply. Latin American AI datasets exist but are scattered across platforms with no shared index. Even with perfect indexing, the total volume would remain far below what frontier AI development requires. We propose DataHub: a task-firsFrancis F Daniel, Mauro Iba\~nez, Francis Perelman, Marian Basti
  • 15
    Neurosymbolic Reasoning with Incremental Knowledge for Sample Efficient Hierarchical Reinforcement Learning
    arXiv:2608.02993v1 Announce Type: new Abstract: (Flat) Reinforcement Learning (RL) agents face significant challenges in environments with sparse rewards that require long-horizon reasoning. A compelling approach to improve sample efficiency is to incorporate knowledge into learning and decision-making. In standard Hierarchical RL (HRL), knowledge is encoded in a fixed, non-updatable form, such as architectural choices, and remains unchanged throughout learning. With fixed HRL, reasoning with inSubrat Prasad Panda, Blaise Genest, Arvind Easwaran
  • 16
    On the missing benchmarks layer and a potential solution
    arXiv:2608.02996v1 Announce Type: new Abstract: Latin America is missing a foundational layer for native AI development: the benchmark layer. The benchmark layer does two things no other layer can - it audits AI systems against regional social requirements and it directs AI optimization in economically relevant environments. Without it, public institutions cannot independently evaluate foreign AI systems, and companies cannot optimize AI systems to solve local problems with SOTA performance. TheFrancis F Daniel, Mauro Iba\~nez, Francis Perelman, Marian Basti
  • 17
    ProPRL: Property-Aware Prerequisite Relation Learning in Educational Knowledge Graphs
    arXiv:2608.03006v1 Announce Type: new Abstract: Prerequisite relation learning is central to adaptive instruction, yet existing methods often formulate it as conventional link prediction, limiting their ability to adaptively integrate complementary educational evidence for individual candidate pairs and to discourage contradictory reverse predictions. We propose ProPRL, a Property-aware Prerequisite Relation Learning framework. ProPRL first learns complementary concept representations from a conXinghe Cheng, Jiapu Wang, Chaobo He, Ruihai Dong, Quanlong Guan
  • 18
    UrbanAgent: A Tool-Augmented Agent for Cross-System Urban Tasks
    arXiv:2608.03018v1 Announce Type: new Abstract: Modern cities rely on an increasing number of digital services to operate, but residents' daily needs are still difficult to meet. Services are fragmented and have little interoperability, placing a heavy operational burden on users. Existing digital platforms, urban foundation models, and intelligent assistants each address only isolated aspects of an urban task. But they struggle to reliably convert complex natural-language requests into executabJiayu Cao, Xingyuan Zeng, feiyu Li, Zhijing Huang, Xujie Yuan, Rongxiang Chen, Shimin Di, Libin Zheng, Jian Yin
  • 19
    LoCA: Forward-Only LLM Tuning after One-Shot Calibration with Local Credit Assignment
    arXiv:2608.03020v1 Announce Type: new Abstract: Parameter-efficient post-training reduces the number of trainable parameters, but still requires repeated end-to-end backpropagation through the frozen backbone. Every adaptation step therefore needs backward-capable hardware and must store or recompute activations. We ask whether this repeated backward chain can be replaced by a one-time calibration. We introduce Local Credit Assignment (LoCA), a two-stage method for small-shift adaptation. One prLinhan Xia, Rui Liu, Zhaofeng Zhang, Yihao Wang, Binrui Shen, Shengxin Zhu
  • 20
    DiffImaginE: Imagine to Verify Entity Types with Diffusio
    arXiv:2608.03025v1 Announce Type: new Abstract: Multimodal named entity recognition (MNER) determines whether each candidate span and entity-type hypothesis is supported by joint textual and visual evidence. Existing imagine-and-compare verifiers map each (span, type) pair to one predicted visual feature, compressing diverse visual realisations into a single prototype and providing a compatibility score without explicit probabilistic semantics. We introduce DiffImaginE, which formulates MNER typFeng Zhang, Feiyu Han, Rongxin Yang, Yang Liu, Yancheng Chen, Rui Wang, Yingguang Yang, Tian Xueyun, Chongyang Zhang, Hao Zheng, Xu Kefu, Congjing Ran, Fuhai Chen, Bin Chong
  • 21
    Evaluating Counterfactual Sensitivity to Patient Information in Medication-Safety Reasoning
    arXiv:2608.03028v1 Announce Type: new Abstract: Applying a valid medication-safety rule when its patient-specific conditions are not met can produce an incorrect decision. Existing medical evaluations largely use isolated and fixed scenarios. A model may therefore answer correctly by recalling a drug-risk association without showing that it used patient information to decide whether the rule applies. To address this gap, we introduce MedPIC-Bench, a benchmark of source-verifiable recommendationsZhitian Hou, Yuhang Liu, Pengkai Wang, Zeyu Liu, Guanghao Zhu, Zheng Liu, Shuo Cai, Congkai Xie, Zhijie Sang, Kun Zeng, Hongxia Yang
  • 22
    CastFSR: A Fast--Slow--Reflect Agentic Reasoning Framework for Context-Aware Time Series Forecasting
    arXiv:2608.03031v1 Announce Type: new Abstract: Time series forecasting is fundamental to decision-making in complex systems, where future dynamics are influenced not only by historical observations but also by evolving contextual features. Recent advances in large language models (LLMs) have extended forecasting beyond numerical extrapolation toward context-aware reasoning. However, existing approaches often lack explicit mechanisms to identify relevant contexts, reason about their impacts, andXiaoyu Tao, Mingyue Cheng, Bokai Pan, Chuang Jiang, Huanjian Zhang, Tian Gao, Yaguo Liu, Qi Liu, Enhong Chen
  • 23
    TraceCAD: Trace-Guided Repair for Agentic CAD Generation
    arXiv:2608.03062v1 Announce Type: new Abstract: LLM-based CAD agents produce executable parametric programs, but their correction loops may lose evidence about satisfied requirements, faulty operations, and prior repairs. We introduce TraceCAD, a recovery layer that links requested features, modeling steps, failure evidence, and candidate outcomes as persistent state. TraceCAD diagnoses likely faulty operations, searches bounded edits in their dependency regions, validates candidates through exeFengxiao Fan, Jingzhe Ni, Fan Sang, Xiaolong Yin, Yu Liu, Ruofeng Tong, Min Tang, Peng Du
  • 24
    Getting the Parameters Right: A Difficulty-Graded Benchmark and Probe-Guided Training for LLM Tool Calls
    arXiv:2608.03071v1 Announce Type: new Abstract: Large language model agents derive much of their capability from tool use. Existing research on tool use has largely focused on selecting the right tool and orchestrating the order of calls. However, correctly filling the parameters of a tool call is equally critical for successful execution and has received far less attention. In domains such as cloud networking, even frontier models correctly complete fewer than half of tool calls. Inspired by reGuoyao Yu, Xiaoqing Sun, Ziqi Huang, Shaojing Fan, Zhongyi Zhang, Xiaomeng Hu, Xiaobo Xue, Yangyang Shi, Xiong Xiao, Yang Song, Biao Lyu, Rong Wen, Xing Li, Qinming He, Shunming Zhu, Zhenguang Liu
  • 25
    AI Agent Economics: Can Autonomous Economic Behavior Emerge among AI Agents under Minimal External Conditions?
    arXiv:2608.03076v1 Announce Type: new Abstract: Multi-agent studies commonly place AI agents in predefined games, markets, or roles, making it difficult to distinguish endogenous economic organization from behavior inherited from the scenario. We ask whether economic relations emerge when agents receive executable mechanisms for work, transfer, elections, and allocation but no prescribed social or economic strategy. We define AI Agent Economics as systems of production, allocation, consumption,Lingyun Zhang, Shang Shang
  • 26
    Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR
    arXiv:2608.03119v1 Announce Type: new Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) improves LLM reasoning but typically relies on ground-truth (GT) answers, limiting scalability. Voting-based label-free RLVR replace gold supervision with answer-level consensus from model samples. However, collapse arises when the same answer-level signal is used both to estimate rewards and to drive token-level policy optimization, encouraging the model to directly reinforce answer tokens rathYongshi Ye, Liang Zhang, Yidong Chen, Xiaodong Shi, Biao Fu
  • 27
    Beyond Average Performance: Dynamic Instance Clustering and Specialized Algorithm Design in LLM-Assisted Evolutionary Search
    arXiv:2608.03129v1 Announce Type: new Abstract: Large Language Model-assisted Evolutionary Search (LES) has emerged as a powerful paradigm for automated algorithm design. However, existing LES methods primarily optimize for average performance, inherently directing search effort toward instances that contribute most to this metric while leaving others poorly served, resulting in weak tail robustness and limited real-world reliability. To address this limitation, we propose Dynamic Instance ClustQinglong Hu, Qingfu Zhang, Fei Liu, Xialiang Tong, Kun Mao, Mingxuan Yuan
  • 28
    Verifiable Memory: Learning Unified Memory Management with Local and Global Verifiers for Large Language Model Agents
    arXiv:2608.03137v1 Announce Type: new Abstract: Large language model (LLM) agents must retain reusable information, control a bounded active context, and recover earlier evidence during long-horizon interaction. Existing methods commonly optimize long-term memory (LTM) and short-term memory (STM) separately, while unified policies are often trained primarily with trajectory-level feedback, which provides weak credit for individual memory decisions. We present Verifiable Memory (VerMem), a framewXiaolong Sun, Qichao Wang, Hangyu Li, Liang Chen
  • 29
    Spatial proteomics guided by H&E-based AI reveals recurrence-risk niches in triple-negative breast cancer
    arXiv:2608.03145v1 Announce Type: new Abstract: Deep learning models can predict cancer recurrence from H&E stained slides, but the localized molecular states underlying these predictions remain largely obscured. Here, we developed an outcome informed spatial pathology framework in TNBC that integrates AI generated recurrence risk heatmaps with mass spectrometry based spatial proteomics. In a cohort of 156 patients, distribution based aggregation of high scoring patches achieved an AUC of 0.77 aYesung Cho, Ji Hwan Park, Chanil Kim, Hyewon Kim, Honglan Li, Yumin Lee, Geongyu Lee, Sujeong Hong, Seong Min Park, Yoonyoung Lee, Hee Sool Rho, Sumin Lee, Amos Chungwon Lee, Changhwan Lee, Hwanyoung Shim, Hyunwook Kim, Hyeji Shin, Sanha Park, Jihoon Yu, Yoon Hee Shin, Sooheon Kim, Hyunjin Park, Seung Min Park, Sangwan Kim, Yujung Kim, Sung-Im Do, Eun-Young Kim, Dongmyung Shin, Jongbae Park, In-Gu Do
  • 30
    UniGD: A Unified Generative-Discriminative Framework for Industrial Retrieval
    arXiv:2608.03150v1 Announce Type: new Abstract: Generative retrieval (GR) is a promising paradigm for industrial search advertising, yet its deployment is constrained by strict relevance and latency requirements. Existing systems cascade GR with an independent relevance model, decoupling the generative likelihood objective from query-ad relevance discrimination, which compromises effectiveness and increases serving costs. We propose a Unified Generative-Discriminative framework (UniGD) that inteShujie Ji, Yawei Kong, Yilin Zhao, Li Wang, Xialong Liu, Peng Jiang
Axios
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4小时前更新
  • 01
    Syrian foreign minister to Axios: Israeli bombing of airbase was unjustified
    Syrian Foreign Minister Asaad Al-Shaibani told Axios Wednesday that he made clear to Israel his government wasn't working with Turkey to amass a military presence at a Syrian airbase — but Israel went ahead and attacked the site anyway. Why it matters: The early Tuesday morning strike on the Abu al-Duhur airbase has heightened tensions among three close U.S. partners in the region, just as the Trump administration is trying to prevent further escalation. What they're saying: "[T]here was no inteBarak Ravid
  • 02
    The data center fight is hitting a fever pitch. Here's how they actually work
    Data centers have become the face of AI backlash, with celebrities, politicians and protesters pushing to slow their growth. Why it matters: America's sharply rising public opposition to data centers — which fuel our everyday use of the internet — could pose an existential threat to AI's growth. State of play: There are at least 4,000 data centers nationwide, with some 3,000 under construction or planned. The centers are often big, windowless warehouses with few people in sight, and many are devHerb Scribner
  • 03
    Moderna and Merck shares soar on mRNA cancer vaccine
    Moderna and Merck shares soared on Wednesday after the companies said a personalized mRNA treatment hit its target of preventing skin cancer from recurring or spreading in a late-stage clinical trial. Why it matters: The results come at a pivotal moment for Moderna and mRNA research, after Trump administration health officials cut federal funding for new vaccines and asserted the technology poses more risks than rewards. The customized therapy, which could see a commercial launch next year, coulTina Reed
  • 04
    U.S. conducting stealth operation to transport oil through Hormuz
    The U.S. military has quietly established a shipping corridor in and out of the Strait of Hormuz to transport millions of barrels of oil each day — a notable success even as the broader war remains at a stalemate, two U.S. officials told Axios. Under the operation, which has been underway for the last several weeks, 15–20 tankers have entered and exited the strait each night through a southern channel along the coast of Oman. About 10 million barrels of oil a day — roughly half the pre-war volumBarak Ravid
  • 05
    NASA aborts attempt to save dying space telescope
    A rendering of the Neil Gehrels Swift Observatory. Image: NASA NASA is calling off an attempt to save a space observatory falling out of orbit, dooming it to a fiery death in Earth's atmosphere. Why it matters: The Swift Boost Mission was an ambitious effort to rescue the Neil Gehrels Swift Observatory and demonstrate the concept of grabbing onto and moving a satellite. Driving the news: NASA canceled the attempt after weeks of attitude control issues plagued LINK, a privately built spacecraft dAlex Fitzpatrick
  • 06
    Trump taps Heidi Overton as FDA commissioner
    President Trump has decided to nominate White House aide Heidi Overton to lead the Food and Drug Administration, according to a senior administration official. Why it matters: The agency was left in turmoil after the exit of former commissioner Marty Makary earlier this year, threatening the stability of U.S. drug development. Context: Overton, currently deputy director of the White House Domestic Policy Council , was one of several candidates that the White House had been considering for weeks.Caitlin Owens
  • 07
    Trump's profits irk Americans as Dems test anti-corruption message
    A majority of Americans believe President Trump has profited inappropriately from a cryptocurrency empire while in office and disapprove of his family's global business activity, according to recent polls. Why it matters: Democrats are leaning into those concerns in their own midterm messaging — and laying the groundwork to audit Trump's historically lucrative presidency should they emerge victorious. While Trump has argued "nobody cared" whether he and his family pursued business deals abroad dAvery Lotz
  • 08
    Exclusive: GOP warns AI companies that data centers are politically radioactive
    The Senate GOP campaign arm, in a private memo to top AI companies, warns that toxic views of U.S. data centers are killing the party's chances of holding a vital seat in Ohio. In the memo, obtained by Axios, the National Republican Senatorial Committee says Democrats have made data centers a "centerpiece" of their campaign to defeat Sen. Jon Husted (R-Ohio) — and that it's working. "If he loses and data centers get the blame, politicians across the country will take notice — and they will not gAlex Isenstadt
  • 09
    Iran war, said to be over "very soon," nears 6 months
    The Iran war — defined by fits and starts and strain on America's military — will hit the half-year mark next week with both Washington and Tehran betting they can outlast one another. Why it matters: President Trump has repeatedly promised the fight would be quick, decisive and over " very soon ." The big picture: The war's length is pushing once-niche national-security issues — munitions levels , defense contracting, at-sea replenishment — into everyday conversation. The Navy is the topic du jColin Demarest
  • 10
    Ossoff tests Democrats' appetite for going low
    The firestorm over Sen. Jon Ossoff 's suggestive remark about President Trump 's right-hand woman has raised a bigger question about the type of campaign Democrats will run in 2028. Why it matters: Trump has made schoolyard taunts and personal insults a staple of presidential politics. One of the big strategic calls for Democrats in 2028 is whether to fight on Trump's terms — or bet that voters are exhausted and ready for something a bit more dignified. Driving the news: At a campaign rally SundMike Zapler
  • 11
    Why the U.S. grid's extreme heat problem is changing
    Solar energy and batteries are making it easier for utilities to meet surging electricity demand during extreme heat , but prolonged high temperatures are exposing other vulnerabilities in the grid. Why it matters: Electricity demand rises as air conditioners work harder in extreme heat, while high temperatures can make parts of the system less efficient and put additional stress on equipment. The big picture: Climate change is extending periods of extreme heat just as electrification and data cRebecca Falconer
  • 12
    OpenAI blinks first in AI safety standoff
    OpenAI said Tuesday it is pausing some model work over safety concerns, days after rival Anthropic doubled down on insisting that its own safety measures were solid enough that it didn't need to slow down. Why it matters: The two leading AI labs are publicly diverging on how to manage safety risks, potentially putting them on different model-release timelines as both prepare for expected IPOs. State of play: OpenAI has introduced new safety practices after finding that its upcoming model, Astra,Madison Mills
  • 13
    Behind the Curtain: The new existential threat to AI
    Forget energy. Forget chips. Forget China. The most clear and present danger to AI and any AI-related economic boom is rapidly rising public opposition to U.S. data centers. Why it matters: Republicans and AI CEOs are in full panic mode watching politicians and the public turn on the physical engines of AI growth. In private, they tell us they can't find a compelling message to shift opinion fast enough. Their nightmare — a political and economic daisy chain that cripples the AI revolution — isJim VandeHei
  • 14
    Trump pauses 50% tariffs on Canadian goods for 3 days
    President Trump said Tuesday night he is pausing for three days 50% tariffs on billions of dollars worth of Canadian goods that were set to take effect early Wednesday. Why it matters: It follows an intense push in recent days — including talks between Trump and Canadian Prime Minister Mark Carney on Tuesday — to avert another escalation in the North American trade war . What they're saying: "I have paused the 50% Tariffs against Canada, that were scheduled to kick in tomorrow morning for a threCourtenay Brown
  • 15
    Angie Nixon scores socialist breakthrough in Trump's Florida
    Angie Nixon's stunning Florida Senate primary win on Tuesday gave the Democratic Socialists of America its biggest statewide breakthrough yet: For the first time ever, a DSA member won a major-party nomination for statewide office. Why it matters: The breakthrough —the biggest upset in modern Florida Democratic politics— was also stunning because Republicans have spent years making opposition to socialism central to their political brand in the state. Nixon, a Jacksonville state representative aAndrew Pantazi
  • 16
    Rep. Cory Mills loses Florida primary amid Ethics probe
    Rep. Cory Mills (R-Fla.) lost his primary Tuesday night to former TV reporter Ryan Elijah in Florida's 7th District, according to the Associated Press. Why it matters: Mills' loss comes after months of mounting scrutiny — including an active House Ethics Committee investigation — that cost him support from prominent Florida Republicans. Mills is facing a House Ethics probe over allegations that center on domestic abuse , stolen valor and financial misconduct , all of which he denies. Catch up quKate Santaliz
  • 17
    Israel defends strike on Syria as U.S. frustration with Bibi grows
    Israel told the Trump administration its recent attack on a Syrian airbase was aimed at preventing a Turkish military buildup in the area, U.S. and Israeli officials said. Why it matters: The unusual strike has exacerbated tensions in the region between three close U.S. partners, just as the Trump administration is trying to prevent further escalation. President Trump sees his approach to Ahmed al-Sharaa's government in Syria as a foreign policy achievement. Trump is also very close to Turkish PBarak Ravid
  • 18
    TPS' slow bleed leaves thousands in limbo
    The Trump administration has moved to end Temporary Protected Status for an estimated million-plus people — with expiration dates looming for thousands of others. The big picture: Tens of thousands who have lost their status or are bracing to lose it have lived in the country legally for upward of a decade, meaning communities could lose longtime members and employers could lose skilled workers. "These individuals .. have families, and they're either the breadwinners or they're part of a ... teaAvery Lotz
  • 19
    Young adults are losing faith in AI's upside
    Data: Pew ; Chart: Noah Bressner/Axios A majority of U.S. adults under 30 are now more concerned than excited about AI's growing use in daily life, according to a Pew Research Center report published Tuesday. Why it matters: AI excitement has dropped off across all age groups since 2021, as concerns about the technology's impact on job availability and society have grown. By the numbers: About 55% of adults under 30 say they're more concerned than excited about AI, a 24-point increase from 2021,Josephine Walker
  • 20
    UN inspectors visit undeclared Syrian nuclear sites for first time
    UN inspectors this week visited several undeclared Assad-era Syrian nuclear sites for the first time — including some used to store nuclear material. Why it matters: The inspections by International Atomic Energy Agency (IAEA) Director General Rafael Grossi and his team came after diplomatic efforts by the Trump administration, first reported by Axios , that produced understandings with both Syria and Israel. It marked the first time the IAEA was given full access to suspicious nuclear sites inBarak Ravid
  • 21
    America's debt is getting more expensive
    Governments around the world are entering a new era of higher borrowing costs already deeply indebted . More revenue will go toward interest payments as old debt gets refinanced at today's higher rates. America is already watching that dynamic play out: Annualized interest costs have reached $1.2 trillion, exceeding defense spending. What they're saying: "The government consistently rolls over portions of its debt at market prices, so the effective interest it pays on its entire debt stock slowlCourtenay Brown
  • 22
    Democrats enter their thirst trap era
    Democrats seem to be leaning into a specific midterm strategy, especially on socials: bringing sexy back. Unbuttoned shirts on CNN. Exposed biceps on the rally stage. Made-for- TikTok thirst trap b-roll. And the return of the tan suit. Why it matters: The left is leaning into candidates who look young, energetic and even desirable , with fresh faces often eclipsing the older guard. "We see a rise in young millennials, or the top part of Gen Z, trying to get into office," says Grace Weinstein, aAvery Lotz
  • 23
    This primary is "like 'Florida Man' having his own election"
    Tuesday is the Florida Man primary . "It's really weird," one political pro said. Why it matters: Florida, MAGA's beating heart, is President Trump's home and was a top, successful target of his redistricting push to add more GOP-leaning congressional seats. Zoom in: What makes some of the contests stand out isn't their competitiveness — it's how they invoke the wacky Florida Man internet meme. These campaigns featured carpetbaggers, racial conflict, homophobia, struggling socialists, antisemitiMarc Caputo
  • 24
    FBI data for 2025 show biggest drop in violent crime in 90 years
    Data: FBI ; Note: 2021 data was estimated due to a low number of agencies reporting; Chart: Noah Bressner/Axios The U.S. violent crime rate plunged 9.7% last year — the largest annual drop since the FBI's national estimates began in 1936 — according to the bureau's data released Friday and reviewed by Axios. Why it matters: The FBI's 2025 report indicated that the post-pandemic declines in violent crime accelerated sharply last year in communities of all sizes across the U.S. (That drop appearedRussell Contreras
  • 25
    Political dirty tricks upend midterm races across the country
    The 2026 midterms are becoming a watershed election for primary meddling, mysterious super PACs, alleged straw candidates and all other manner of political shenanigans. Why it matters: With the number of battleground House districts diminished by redistricting and the fight for the Senate extremely tight, each one of these schemes could have an outsized impact on control of Congress. Green Party spoilers: Democrats are accusing the Green Party nominee in Pennsylvania's 7th District of trying toAndrew Solender
  • 26
    Trump torches allies as Iran exposes limits of hard power
    President Trump has a new rule for America's partners: Cross him in one theater, and the consequences will follow you into the next. Why it matters: Trump has spent his second term battering U.S. allies , humiliating their leaders and using decades-old security relationships to settle personal and political scores. The Iran war has only deepened those impulses: Trump is growing angrier at allies that stayed out of the conflict — and punishing them as he struggles to end it. Zoom in: South KoreaZachary Basu
  • 27
    Women are missing out on the AI jobs boom
    Data: LinkedIn; Table: Danielle Alberti/Axios Women made up just over a quarter of new hires in the U.S. for AI roles last year — compared with half of new hires in non-AI occupations, per new LinkedIn data out Tuesday morning. Why it matters: These jobs are some of the fastest-growing and highest-paying in the country right now — at a time when the overall labor market is pretty sluggish — and the report shows women are getting left behind. By the numbers: Men landed 74%, and women 26%, of theEmily Peck
  • 28
    Congressional Democrats plan Oman war powers push after Trump threatens bombing
    Congressional Democrats are planning a new push to constrain President Trump 's war powers after he threatened Monday to "bomb the shit" out of Oman. Why it matters: War powers resolutions, though largely symbolic, have become Democrats' go-to tool for trying to rein in what they see as a far too trigger-happy administration. "At this point we may just need to file war powers resolutions for the 192 other countries," Rep. Ro Khanna (D-Calif.) told Axios. Driving the news: Sen. Tim Kaine (D-Va.)Andrew Solender
  • 29
    Kindergarten vaccine exemptions rose in 2025-2026: CDC
    Vaccination rates among American kindergartners decreased during the 2025–2026 school year for all tracked vaccines , the Centers for Disease Control and Prevention reported on Monday. Exemptions from getting one or more vaccines increased in 41 states and the District of Columbia, growing to 4.2% from 3.6% the year before. Why it matters: The drop-off coincided with continued efforts by the Trump administration to make controversial vaccine policy changes and with measles cases hitting levels nAdriel Bettelheim
  • 30
    Middle East demands are testing America's Pacific presence
    The USS George Washington's deployment from Japan to the Middle East to relieve the USS Abraham Lincoln will leave the U.S. without an aircraft carrier in the western Pacific — just as adversaries in the area are flexing their military power. Why it matters: Temporary carrier gaps are not uncommon, but the absence of a striker ship in the Pacific highlights how the Middle East is once again dictating American military policy. It also has raised questions about how the U.S. can sustain a formidabJosephine Walker
10小时前更新
  • 01
    From CUDA to MLX: How K-Search Brings Decades of Kernel Expertise to Apple Silicon
    Figure 1: CUDA-to-MLX optimization translation map. CUDA optimization knowledge can be translated into architecture-native MLX strategies rather than copied instruction-for-instruction. We face a new epoch in computing. Hardware is changing rapidly — not just faster GPUs, but a growing range of chips from different vendors, each with its own architecture and often tailored to specific AI workloads. Software is changing just as fast, and AI coding tools now generate in minutes what took months of
  • 02
    Teaching LLMs to Update Beliefs for Efficient Long-Horizon Interaction
    Overview of ABBEL compared to traditional recursive summarization. Beliefs replace the full interaction history as the agent’s working context, and belief grading improves performance by supervising the contents of each belief state.. As task horizons grow, LLM contexts can’t scale forever. Self-summarization enables concise, interpretable contexts, but at a significant performance cost, especially for human assistance domains where high quality data is scarce, e.g., collaborative code generatio
  • 03
    Intelligence is Free, Now What? <br> Data Systems for, of, and by Agents
    ... government of the people, by the people, for the people ... — Abraham Lincoln, Gettysburg Address (1863) The cost of AI is dropping rapidly. GPT-4-class capabilities cost roughly $30 per million tokens in early 2023; today the same runs under $1 , and some providers are pushing costs below $0.10 . Across benchmarks, inference prices have fallen between 9x and 900x per year , with a median decline near 50x. Even frontier models are getting dramatically cheaper each generation, with open-sourc
  • 04
    2026 BAIR Graduate Showcase
    Congratulations to the Berkeley Artificial Intelligence Research (BAIR) Lab class of 2026! This year, BAIR celebrates another remarkable group of Ph.D. graduates whose curiosity, creativity, and perseverance have pushed the frontiers of artificial intelligence and machine learning. Their work spans the breadth of modern AI — robotics and embodied intelligence, large language models and reasoning, computer vision, generative modeling, AI safety, human-AI interaction, AI for science and healthcare
  • 05
    Adaptive Parallel Reasoning: The Next Paradigm in Efficient Inference Scaling
    Overview of adaptive parallel reasoning. What if a reasoning model could decide for itself when to decompose and parallelize independent subtasks, how many concurrent threads to spawn, and how to coordinate them based on the problem at hand? We provide a detailed analysis of recent progress in the field of parallel reasoning, especially Adaptive Parallel Reasoning. Disclosure: this post is part landscape survey, part perspective on adaptive parallel reasoning. One of the authors (Tony Lian) co-l
  • 06
    Gradient-based Planning for World Models at Longer Horizons
    GRASP is a new gradient-based planner for learned dynamics (a “world model”) that makes long-horizon planning practical by (1) lifting the trajectory into virtual states so optimization is parallel across time, (2) adding stochasticity directly to the state iterates for exploration, and (3) reshaping gradients so actions get clean signals while we avoid brittle “state-input” gradients through high-dimensional vision models. Large, learned world models are becoming increasingly capable. They can
  • 07
    Identifying Interactions at Scale for LLMs
    Understanding the behavior of complex machine learning systems, particularly Large Language Models (LLMs), is a critical challenge in modern artificial intelligence. Interpretability research aims to make the decision-making process more transparent to model builders and impacted humans, a step toward safer and more trustworthy AI. To gain a comprehensive understanding, we can analyze these systems through different lenses: feature attribution , which isolates the specific input features driving
  • 08
    Information-Driven Design of Imaging Systems
    An encoder (optical system) maps objects to noiseless images, which noise corrupts into measurements. Our information estimator uses only these noisy measurements and a noise model to quantify how well measurements distinguish objects. Many imaging systems produce measurements that humans never see or cannot interpret directly. Your smartphone processes raw sensor data through algorithms before producing the final photo. MRI scanners collect frequency-space measurements that require reconstructi
  • 09
    RL without TD learning
    In this post, I’ll introduce a reinforcement learning (RL) algorithm based on an “alternative” paradigm: divide and conquer . Unlike traditional methods, this algorithm is not based on temporal difference (TD) learning (which has scalability challenges ), and scales well to long-horizon tasks. We can do Reinforcement Learning (RL) based on divide and conquer, instead of temporal difference (TD) learning. Problem setting: off-policy RL Our problem setting is off-policy RL . Let’s briefly review w
  • 10
    What exactly does word2vec learn?
    What exactly does word2vec learn, and how? Answering this question amounts to understanding representation learning in a minimal yet interesting language modeling task. Despite the fact that word2vec is a well-known precursor to modern language models, for many years, researchers lacked a quantitative and predictive theory describing its learning process. In our new paper , we finally provide such a theory. We prove that there are realistic, practical regimes in which the learning problem reduce