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“The Bitter Lesson” is wrong. Well sort of

“The Bitter Lesson” is wrong. Well… sort of. Assaf Pinhasi 3 min read · 1 hour ago 1 hour ago -- Listen Share TL;DR There is no dichotomy between domain knowledge vs. “general purpose methods that leverage data+compute”. They are both powerful tools that compensate for each other and need to be balanced and traded off during the model building process. “The bitter lesson” in 30 seconds “The bitter lesson” is one of the most popular opinion pieces about AI research and it’s future. In his w

What My Mother Didn't Talk About (2020)

We did not visit Poland often. Only when someone died. I have not been able to bring part of my mother’s ashes to Poland yet because of the pandemic. They sit in my living room, waiting to join my other dead relatives in her village of Bedoń. I live in California, 3,000 miles away from where I grew up, and when my mother couldn’t sleep she’d call me. I always picked up. “I think I know how I got sick,” she said once. My mother had an aversion to being sick and to anyone knowing about it. Her

Chinese Scientists Invent System for Extracting Oxygen, Water and Rocket Fuel From Moon Dust

Chinese researchers say they've devised a new way to extract water from lunar soil and convert it into fuel. As detailed in a new paper published today in the journal Joule, the team found that their proposed "photothermal strategy" — essentially converting light into heat — could effectively convert carbon dioxide from extracted water into carbon monoxide, hydrogen, and oxygen gas, a "potential route for sustaining human life on the Moon and enabling long-term extraterrestrial exploration." "

How the 'Minecraft' Score Became Big Business for Its Composer

In 2009, in between full-time shifts at a local factory, then-19-year-old musician Daniel Rosenfeld composed a score for an independent video game. “It was just a side hustle, maybe not even that. It was a hobby, really,” explains Rosenfeld, who records under the name C418. The game, Minecraft, turned out to be successful beyond Rosenfeld’s wildest dreams. In 2014, Microsoft purchased Minecraft’s Swedish developer, Mojang Studios, for $2.5 billion, and through 2023, it had sold 300 million copi

LLM architecture comparison

It has been seven years since the original GPT architecture was developed. At first glance, looking back at GPT-2 (2019) and forward to DeepSeek-V3 and Llama 4 (2024-2025), one might be surprised at how structurally similar these models still are. Sure, positional embeddings have evolved from absolute to rotational (RoPE), Multi-Head Attention has largely given way to Grouped-Query Attention, and the more efficient SwiGLU has replaced activation functions like GELU. But beneath these minor refi

I Get 5G on My Phone at Home, So Why Can't I Get 5G Home Internet? Here's What I Learned

If you can get 5G on your phone while at home, you should be able to get 5G internet at your house, right? Not exactly. 5G is no longer the shiny new thing, thanks to efforts from major carriers AT&T, T-Mobile and Verizon, but 5G home internet service isn't strictly available at the same addresses as 5G cellular service. I ran into this when I switched my mobile carrier from AT&T cellular service to T-Mobile phone service. I was immediately impressed with the phone's 5G performance. However, ev

13 of the Best Movies Peacock Has to Offer

Peacock is full of must-see movies. Sure, the streaming conversation is often focused on the top-tier platforms like Netflix, Disney Plus and Prime Video. But the NBC Universal-owned streamer deserves its flowers -- and I'm going to show you why. Let's talk about blockbusters for a second. Universal Pictures has been churning out box office hits and Oscar-winning flicks for more than a century. A large sampling of these titles can be found here, including the first-ever blockbuster, Jaws, among

The Ultimate Dolby Atmos Experience Might Be In Your Car

It’s fair to say that no five people crammed into a compact SUV have been more blissfully enthralled on a country drive than my wife’s family and I on one particular mid-summer Sunday. It wasn’t just the silky smooth performance of the Cadillac Optiq, or even its incredible 19-speaker AKG sound system, but an x-factor pushing our driving experience beyond the sum of their parts: Dolby Atmos Music. If you haven't heard it in a vehicle like this, you might think I'm joking. Everyone has probably

The Big LLM Architecture Comparison

It has been seven years since the original GPT architecture was developed. At first glance, looking back at GPT-2 (2019) and forward to DeepSeek-V3 and Llama 4 (2024-2025), one might be surprised at how structurally similar these models still are. Sure, positional embeddings have evolved from absolute to rotational (RoPE), Multi-Head Attention has largely given way to Grouped-Query Attention, and the more efficient SwiGLU has replaced activation functions like GELU. But beneath these minor refi

Your Recession FAQs Answered: 5 Tips to Help You Prepare, Not Panic

Recession risks are down, but keep your guard up. Getty Images/Jeffrey Hazelwood/CNET Early this spring, talk of a recession swirled after President Donald Trump began his chaotic tariff campaign. The likelihood of a severe economic downturn hit 66%, according to Polymarket. As Trump deferred some of his most aggressive trade proposals, those forecasts leveled out, but the contours of a potential recession are hard to ignore. Growth in the first quarter of 2025? Down. Jobless claims? Sharply h

Get Ready for These New Emoji, Which Are Coming Out This Fall

The Unicode Consortium is a nonprofit devoted to developing, maintaining and promoting software standards and data, and it also releases new emoji once a year. And on July 17, also known as World Emoji Day, Unicode announced that the newest emoji will debut this September as part of Unicode 17.0. Here are the new emoji you can expect to see later this year. Trombone Treasure chest Distorted face Hairy creature (Sasquatch) Fight cloud Apple core Orca Ballet dancers Landslide "These new

Topics: 17 emoji face new unicode

This Is the Commodore Comeback Fans Have Waited for—but the Odds Are Still Against It

In 1994, Commodore crashed and burned. Once a home computing giant across the US and Europe, the company was undone by mismanagement and misfires. The carcass was picked clean and the pieces resold so many times that it was hard to keep track, but with each new owner came the inevitable—an attempt to make a fast buck by slapping the famous C= logo on any old junk. Fans watched in horror as the brand appeared on the mediocre Web.it all-in-one PC, the bizarrely named Gravel in Pocket media player

Renewed iPad Pros pair nicely with iPadOS 26, and they’re quite affordable right now

A short while ago, I was browsing Apple deals on Amazon (as one does) – and something stuck out to me. High-end iPad Pros, particularly 12.9-inch models, are surprisingly cheap. I saw M1 models with 1TB and cellular for nearly $600. Given the recent iPadOS 26 overhaul that makes the iPad much more Mac-like, I figured these deals would be worth a share. While renewed iPad deals are the focus here because of their affordability, new iPad deals are also mentioned at the end. Renewed M1 iPad Pro d

OpenAI's experimental model achieved gold at the International Math Olympiad

It's a major milestone for AI models, but this level of reasoning won't be available to the public anytime soon. OpenAI has achieved "gold medal-level performance" at the International Math Olympiad, notching another important milestone for AI's fast-paced growth. Alexander Wei, a research scientist at OpenAI working on LLMs and reasoning, posted on X that an experimental research model delivered on this "longstanding grand challenge in AI." According to Wei, an unreleased model from OpenAI wa

What to read this weekend: When the world spins out of control

I'm still chipping away at my summer reading backlog over here, and this week finally made it to Alex Foster's Circular Motion, which came out in May. And, wow, I wasn't quite ready for the emotional journey this one took me on. It's set in a near future — people ride OneWheels and going viral on social media is still a thing some strive for — where the megacompany CWC has created an extreme form of high-speed travel that allows people to zip across the world in no time flat. But, it soon become

Evaluating publicly available LLMs on IMO 2025

Introduction Recent progress in the mathematical capabilities of LLMs have created a need for increasingly challenging benchmarks. With MathArena, we address this need by evaluating models on difficult and recent mathematical competitions, offering benchmarks that are both uncontaminated and interpretable. Among these competitions, the International Mathematical Olympiad (IMO) stands out as the most well-known and prestigious. As such, an evaluation of the IMO 2025, which took place just a few

How we tracked down a Go 1.24 memory regression

When Go 1.24 was released in early 2025, we were eager to roll it out across our services. The headline feature—the new Swiss Tables map implementation—promised reduced CPU and memory overhead. Our story begins while the new version was being rolled out internally. Shortly after deploying it to one of our data-processing services, we noticed an unexpected memory usage increase: We observed the same pattern, a ~20% increase in memory usage, across multiple environments before pausing the rollou

How to Watch France vs. Germany From Anywhere for Free: Stream UEFA Women's Euro 2025 Soccer

In-form France take on eight-time champions Germany in a mouthwatering Women's Euro 2025 quarterfinal clash at St. Jakob-Park Stadium on Saturday. Below, we'll outline the best live TV streaming services to use to watch this match as it happens, wherever you are in the world, and how to use a VPN if the game isn't available where you are. The French have never won a major tournament, but may sense this could be their year after they navigated the tournament's group of death with three impressi

This charging iPad mount turns your car into a mobile movie theater – Kuxiu X97 [Hands-on]

Early last year, Kuxiu released its X33 Pro Max iPad stand. It was the first stand to incorporate pin connectors into a magnetic stand to be able to charge your iPad. It was a fantastic idea. As a stand, it’s built very well, is high quality, does everything you need a stand to do, and gets the job done, but the fact that it also instantly charges the iPad was a game-changer for my setups. But now, they’ve brought the same tech but into your car with a mountable, magnetically charging iPad stand

OpenAI: GPT-5 is coming, "we'll see" if it creates a shockwave

OpenAI's next foundational and state-of-the-art model, GPT-5, is still on its way after a delay. OpenAI won't tell us the release date for now. In a conversation with a user on X, OpenAI's researcher Xikun Zhand confirmed that GPT-5 is still coming. When asked if GPT-5 will be another shockwave for the AI industry, Zhand responded with "we will see" and a wink emoji, which seems to suggest that it could be a really significant update. Ahead of GPT-5 debut, OpenAI announced ChatGPT Agent, whic

ChatGPT"s GPT-5-reasoning-alpha model spotted ahead of launch

GPT-5 might be just a few days or weeks away, as we've spotted references to a new model called gpt-5-reasoning-alpha-2025-07-13. As spotted on X, OpenAI is testing a model called "gpt-5-reasoning-alpha-2025-07-13." This model was finalised on the 13th of July, and it appears to be the final round of testing. "Models: openai/gpt-5-reasoning-alpha-2025-07-13: reasoning_effort: high," one of the code references read. Alexander Wei, a researcher at OpenAI, recently confirmed that GPT-5 is on it

Topics: alpha gpt model o3 openai

Crypto Founder Ken DiCross on How He Uses AI: ‘I Don’t Trust AI,’ but ‘I Use It for Everything’

Ken DiCross is building the infrastructure to connect blockchains, and he’s doing it with AI. The founder of Wire Network, a blockchain interoperability company, DiCross says he uses AI for everything from pitching investors to stress-testing white papers. In this week’s edition of How Do You Use AI?, he explains how it saves him hours every day, why he doesn’t trust it blindly, and why decentralized AI could be the next big revolution. No TED Talk nonsense, just real life. Episode 2: Ken DiCro

China’s BYD Takes the Lead Over Tesla in the Self-Driving Car Wars

As the auto industry races toward autonomy, most companies are rolling out driver-assist features with one hand while handing out waivers, disclaimers, and legal fine print with the other. Not BYD. The Chinese EV giant just made an unprecedented move: it’s offering a public, financial guarantee for its autonomous parking system. If the system malfunctions, even due to an algorithmic failure, BYD will cover all resulting damages, including repair costs, third-party property damage, and compensat

These Are CNET's Favorite and Most-Used Emoji. Did Yours Make the List?

Every July 17, the internet comes together and celebrates World Emoji Day. The date was chosen because it's displayed on the 📅 calendar emoji, but it's a day to appreciate all emoji, even the more obscure ones, like the 🫙jar. And in honor of the internet holiday, I asked my colleagues at CNET what their favorite and most used emoji are. The rules for voting were simple: You could only vote once for your favorite emoji and once for your most-used emoji. There was more variety in the category of

Low-Income Internet Guide for All 50 States

A recent CNET survey found that 63% of Americans paid more for home internet last year than the previous year. In addition, the Affordable Connectivity Program came to a halt in 2024, leaving 23 million households without a suitable alternative to low-income internet accessibility. Many households were in rural areas with limited internet options, and nearly half were military families. In the wake of the loss of the ACP, many internet service providers, including CenturyLink, Google Fiber and

I Tested the Inmotion V9 EUC, and It's Easily One of the Best Choices for Beginners

Table of Contents I Tested the Inmotion V9 EUC, and It's Easily One of the Best Choices for Beginners The Inmotion V9 is among the best grab-and-go electric unicycles (EUCs) available that I've tested. I say that as someone who's been riding wheels for years now and prefers them to e-bikes. They're not for everyone, but thanks to the V9's size, security features, focus on rider safety and reliable battery risk reduction, it's a fantastic option if you're ready to leave handlebars behind. Plus,

How to Buy an Electric Bike (2025): Classes, Range, Repairs

Love them or hate them, electric bikes are here to stay. Between 2019 and 2023, electric bikes represented 63 percent of the growth in dollar sales of all bicycles. Translated to actual numbers, the US ebike market was valued at $1.98 billion in 2022. It’s expected to grow by 15.6 percent from 2023 to 2030. Some electric bike customers haven’t been on two wheels since they rode a Schwinn Stingray with a banana seat; others are lifelong cyclists who want a little extra oomph to flatten the hills

I ditched my Bluetooth speakers for this slick turntable - and it's more practical than I thought

ZDNET's key takeaways The Victrola Harmony turntable system is available for $299 in the colors Natural, Walnut, and Black. This system includes a full-size turntable, two bookshelf speakers, and an A-T ATN3600L cartridge, all great components for beginners. At its $300 price point ($100 up from its debut in Jan.), people willing to spend this kind of money may be ready for a more advanced system. View now at Victrola If you've ever considered "getting into audio," prepare to spend a couple h

I spoke with an AI version of myself, thanks to Hume's free tool - how to try it

Chiken Brave/Getty Images If you've ever had the urge to converse with an AI version of yourself, now you can -- kind of. On Thursday, AI start-up Hume announced the launch of a new "hyperrealistic voice cloning" feature for the latest iteration of its Empathic Voice Interface (EVI) model, EVI 3, which was unveiled last month. The idea is that by uploading a short audio recording of yourself speaking -- ideally between 30 and 90 seconds -- the model should be able to quickly churn out an AI-ge

Topics: ai evi like models voice

C++: Zero-cost static initialization

Zero-cost statics in C++ "Усердие все превозмогает!" К. Прутков, Мысли и афоризмы, I, 84 In C and C++ a static variable can be defined in a function scope: int foo() { static int counter = 1; printf("foo() has been called %i times. ", counter++); ... } Technically, this defines counter as an object of static storage duration that is allocated not within the function activation frame (which is typically on the stack, but can be on the heap for a coroutine), but as a global object. This is o

Topics: foo int mov rbp static