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Paying attention to feature distribution alignment (pun intended)

Intro Yes, I’m making a joke of the tendency to put the words “attention” and “alignment” in any ML paper 😎. Now let’s see how this provocative title is related to our adventures in the land of polynomial features. The Legendre polynomial basis serverd us well in recent posts about polynomial features. One interesting thing we saw in the series is that its orthogonality is, in some sense informativeness. This is because it orthogonal bases produce features, and hence each basis function, in so

Teletext in North America

>>> 2025-08-25 teletext in north america (PDF) I have an ongoing fascination with "interactive TV": a series of efforts, starting in the 1990s and continuing today, to drag the humble living room television into the world of the computer. One of the big appeals of interactive TV was adoption, the average household had a TV long before the average household had a computer. So, it seems like interactive TV services should have proliferated before personal computers, at least following the logic t

US EV Sales Are Booming—for Now

In March, President Donald Trump and Tesla CEO Elon Musk appeared on the lawn of the White House to show off a line of electric vehicles, transforming, for a moment, the commander in chief into the car salesman in chief. Five months later, Musk and Trump are no longer on friendly terms, the red Tesla that Trump purchased during that appearance has left the White House grounds, and the president signed into law earlier this summer what was known as the One Big Beautiful Bill, which yanks federal

7 AI features the iPhone 17 needs to embrace from Google, OpenAI, and others

Jason Hiner/ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways The release of the Google Pixel 10 phones with deeply integrated AI features that offer impressive new capabilities has revealed how vulnerable the iPhone 17 could be. Many of the smartest AI services in the world are already on the iPhone as apps, and so there's the possibility that Apple could partner with them for deeper integrations. The new AI camera features in the Pixel 10 could be the bigge

Topics: 10 ai apple google pixel

Today's NYT Mini Crossword Answers for Tuesday, Aug. 26

Gael Cooper CNET editor Gael Fashingbauer Cooper, a journalist and pop-culture junkie, is co-author of "Whatever Happened to Pudding Pops? The Lost Toys, Tastes and Trends of the '70s and '80s," as well as "The Totally Sweet '90s." She's been a journalist since 1989, working at Mpls.St.Paul Magazine, Twin Cities Sidewalk, the Minneapolis Star Tribune, and NBC News Digital. She's Gen X in birthdate, word and deed. If Marathon candy bars ever come back, she'll be first in line.

The Annotated Transformer (2022)

The Annotated Transformer v2022: Austin Huang, Suraj Subramanian, Jonathan Sum, Khalid Almubarak, and Stella Biderman. Original: Sasha Rush. The Transformer has been on a lot of people’s minds over the last year five years. This post presents an annotated version of the paper in the form of a line-by-line implementation. It reorders and deletes some sections from the original paper and adds comments throughout. This document itself is a working notebook, and should be a completely usable impl

Road to Battlefield: Central Eurasia’s largest startup competition in history sends four winners to TechCrunch Startup Battlefield

The startup ecosystem in Central Eurasia is having its moment. What started as 485 applications from across 27 countries — including Armenia, Azerbaijan, Estonia, Georgia, India, Kazakhstan, Kyrgyzstan, Mexico, Moldova, Mongolia, Pakistan, Qatar, Romania, Singapore, South Korea, Spain, Tajikistan, Tunisia, Türkiye, Turkmenistan, UAE, the U.K., Ukraine, the U.S., Uzbekistan, and Vietnam — has culminated in the largest startup pitch competition in Central Eurasia’s history. The “Road to Battlefie

Google says Fox channels to go dark on YouTube TV if agreement isn't reached

Google -owned YouTube on Monday said it may remove channels including Fox Broadcast Network, Fox News and Fox Sports from its TV streaming platform if it doesn't reach an agreement with Fox Corporation. YouTube TV's renewal date with Fox is coming on Wednesday, and while the two companies have been in ongoing negotiations, they've been unable to reach a deal, the YouTube team wrote in a blog post. The company also emailed YouTube TV subscribers about the potential fall out with Fox. "Fox is as

Reverse Engineering All the Raspberry Pis

Earlier this month I covered Jonathan Clark's effort to reverse-engineer the Pi Zero 2 W, and just yesterday, I discovered TubeTime reverse-engineered the Compute Module 5. Both are graciously sharing their schematics and process on GitHub: jonny12375/rp3a0 for the Zero 2 W / RP3A0 schlae/cm5-reveng for the CM5 / RP2712 Raspberry Pi shares limited board schematics, but sometimes—especially when digging into some esoteric edge case for a carrier board, or in Jonathan's case, desoldering all t

The Annotated Transformer

The Annotated Transformer v2022: Austin Huang, Suraj Subramanian, Jonathan Sum, Khalid Almubarak, and Stella Biderman. Original: Sasha Rush. The Transformer has been on a lot of people’s minds over the last year five years. This post presents an annotated version of the paper in the form of a line-by-line implementation. It reorders and deletes some sections from the original paper and adds comments throughout. This document itself is a working notebook, and should be a completely usable impl

Today's Wordle Hints, Answer and Help for Aug. 26, #1529

Gael Cooper CNET editor Gael Fashingbauer Cooper, a journalist and pop-culture junkie, is co-author of "Whatever Happened to Pudding Pops? The Lost Toys, Tastes and Trends of the '70s and '80s," as well as "The Totally Sweet '90s." She's been a journalist since 1989, working at Mpls.St.Paul Magazine, Twin Cities Sidewalk, the Minneapolis Star Tribune, and NBC News Digital. She's Gen X in birthdate, word and deed. If Marathon candy bars ever come back, she'll be first in line.

Road to Battlefield: Central Eurasia’s largest startup competition in history sends four winners to TechCrunch’s Startup Battlefield

The startup ecosystem in Central Eurasia is having its moment. What started as 485 applications from across 27 countries — including Armenia, Azerbaijan, Estonia, Georgia, India, Kazakhstan, Kyrgyzstan, Mexico, Moldova, Mongolia, Pakistan, Qatar, Romania, Singapore, South Korea, Spain, Tajikistan, Tunisia, Türkiye, Turkmenistan, UAE, the U.K., Ukraine, the U.S., Uzbekistan, and Vietnam — has culminated in the largest startup pitch competition in Central Eurasia’s history. The “Road to the Battle

Scientist Says Mysterious Object Approaching Earth May Be Alien Artifact

Mundane wayward space snowball, or extraterrestrial visitor? Astronomers believe that our solar system's latest and only third ever confirmed interstellar visitor, 3I/ATLAS, is almost certainly a comet. But lingering questions about the object means it's not yet an open and shut case. Amid that uncertainty, famed Harvard astronomer Avi Loeb is pushing the possibility that the interstellar interloper is an "extraterrestrial artifact" — perhaps even an "alien mothership" — here to menace or obse

Apple study shows LLMs also benefit from the oldest productivity trick in the book

In a new study co-authored by Apple researchers, an open-source large language model (LLM) saw big performance improvements after being told to check its own work by using one simple productivity trick. Here are the details. A bit of context After an LLM is trained, its quality is usually refined further through a post-training step known as reinforcement learning from human feedback (RLHF). With RLHF, every time a model gives an answer, human labelers can either give it a thumbs up, which re

Overwatch 2 will overhaul its progression systems to show more visual flair in matches

The next season of Overwatch 2 will bring more than the usual new hero and battle pass to the team shooter. Blizzard announced that Season 18 will introduce a new take on the progression system. As they currently stand, the progression numbers feel pretty divorced from the gameplay; this revamp introduces new ways to display your prowess to teammates and foes in matches as well as some welcome changes to how you see and equip your rewards. The new Progression 2.0 system has overhauled the visua

New AI attack hides data-theft prompts in downscaled images

Researchers have developed a novel attack that steals user data by injecting malicious prompts in images processed by AI systems before delivering them to a large language model. The method relies on full-resolution images that carry instructions invisible to the human eye but become apparent when the image quality is lowered through resampling algorithms. Developed by Trail of Bits researchers Kikimora Morozova and Suha Sabi Hussain, the attack builds upon a theory presented in a 2020 USENIX

7 AI features the iPhone 17 needs to keep up with Google, OpenAI, and others

Jason Hiner/ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways The release of the Google Pixel 10 phones with deeply integrated AI features that offer impressive new capabilities has revealed how vulnerable the iPhone 17 could be. Many of the smartest AI services in the world are already on the iPhone as apps, and so there's the possibility that Apple could partner with them for deeper integrations. The new AI camera features in the Pixel 10 could be the bigge

Topics: 10 ai apple google pixel

Ether slides to start the week after hitting a fresh record near $5,000

Ether tumbled to start the week, erasing gains from its Jackson Hole rally after hitting a fresh record over the weekend. On Monday, the price of the second largest cryptocurrency fell 8% to $4,431.60, according to Coin Metrics. On Sunday, it rose to an all-time high of $4,954.81, after hitting an earlier record Friday for the first time since 2021. Meanwhile, bitcoin fell 2% to $110,531.00, its lowest level since July. The flagship cryptocurrency hit its most recent record of $124,496 on Aug.

Something Extremely Scary Happens When Advanced AI Tries to Give Medical Advice to Real World Patients

Image by Getty / Futurism Developments Last week, Google AI pioneer Jad Tarifi sparked controversy when he told Business Insider that it no longer makes sense to get a medical degree — since, in his telling, artificial intelligence will render such an education obsolete by the time you're a practicing doctor. Companies have long touted the tech as a way to free up the time of overworked doctors and even aid them in specialized skills, including scanning medical imagery for tumors. Hospitals ha

My 4 favorite Linux distros for streaming - and why choosing the right one makes a huge difference

Jose A. Bernat Bacete / Moment via Getty Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Some Linux distributions are better for streaming. There are certain factors to consider for streaming on Linux. The distributions here should work fine without tweaking. Among Spotify, Netflix, Hulu, and other streaming services, I consume a lot of content. Although you might think any operating system with a web browser (or the ability to install an app or two) is perfectl

How to make things slower so they go faster

Synchronized demand is the moment a large cohort of clients acts almost together. In a service with capacity $\mu$ requests per second and background load $\lambda_0$, the usable headroom is $H = \mu - \lambda_0 > 0$. When $M$ clients align—after a cache expiry, at a cron boundary, or as a service returns from an outage—the bucketed arrival rate can exceed $H$ by large factors. Queues form, timeouts propagate, retries synchronize, and a minor disturbance becomes a major incident. The task is to

Google to require developer verification for Android apps outside the Play Store

Google is tightening security measures around Android app distribution, the company announced on Monday. Starting next year, Google will begin to verify the identities of developers distributing their apps on Android devices, not just those who distribute via the Play Store. The changes will affect all certified Android devices once live, though the global rollout will be more gradual. The tech giant stresses that this does not mean developers can’t distribute outside of the Play Store through

We Tested All the Cheapest Meal Kits and Prepared Meal Services. These Are the Best

Our meal delivery experts have logged more than five years of cooking more than 75 meal kits and tasting upwards of 100 prepared meals, from popular meal delivery services to help land on our list of the best cheap meal subscriptions. CNET staff -- not advertisers, partners or business interests -- determine how we review products and services. If you buy through our links, we may earn a commission. Life’s busier than ever -- at least it seems that way -- and carving out time to plan a week’s

Google may soon launch a refreshed Nest lineup with Gemini built in

TL;DR Google is reportedly preparing to release new Nest Cam Indoor, Nest Cam Outdoor, and Nest Doorbell devices. All three are said to feature 2K HDR resolution, Gemini integration, and local fallback storage. Nest Aware looks set to be rebranded as Google Home Premium, with a new Advanced tier also planned. It’s been a while since we’ve seen fresh hardware from Google’s Nest brand, leading some to wonder if the company was slowly winding the line down. But after a surprise glimpse of an una

Pixel-art cyberpunk platformer Replaced delayed again, this time until spring 2026

The long-awaited cyberpunk platformer Replaced has been delayed once again. Now it's not coming out until next spring. Developer Sad Cat Studio apologized for the delay and said that this is simply "what's right for the project" and that the team remains dedicated to creating a "truly special experience." This isn't the first time the game has suffered a delay. It was originally announced back in 2021, with a pending release date of 2022. That didn't happen. In 2024, the company announced a rel

Google will require developer verification for Android apps outside the Play Store

Google is tightening security measures around Android app distribution, the company announced on Monday. Starting next year, Google will begin to verify the identities of developers distributing their apps on Android devices, not just those who distribute via the Play Store. The changes will affect all certified Android devices once live, though the global rollout will be more gradual. The tech giant stresses that this does not mean developers can’t distribute outside of the Play Store through

Google wants to make sideloading Android apps safer by verifying developers’ identities

Mishaal Rahman / Android Authority TL;DR Google will soon verify the identities of developers who distribute Android apps outside the Play Store. Developers must submit their information to a new Android Developer Console, increasing their accountability for their apps. Rolling out in phases from September 2026, these new verification requirements are aimed at protecting users from malware by making it harder for malicious developers to remain anonymous. Most Android users acquire apps from

visionOS 26 developer beta 8 now available

Alongside the new macOS 26 developer beta 8, Apple is also rolling out the eighth developer beta of visionOS 26, and the rest of the operating systems it announced during WWDC25. Here’s what’s coming. The build number for today’s visionOS 26 beta 8 release is 23M5332a. If you want to enroll in the developer beta program for Apple Vision Pro, here’s what you’ve got to do: Open the Settings app Choose “General” Choose “Software Update” Select “Beta Updates” Select “visionOS Developer Beta” Wha

The Extraordinary Rise in the Wealth of Older American Households

There has been a seismic shift in age-wealth profiles in the U.S. over years 1983 to 2022. The most notable is the sharp rise in the relative household wealth of age group 75 and over. Correspondingly, the relative wealth holdings of all other age groups dropped over these years. Using the Survey of Consumer Finances, the paper focuses on the youngest age group, 35 and under, and the oldest age group, 75 and over, and analyzes the factors behind these relative shifts in wealth. I find that the t