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AGI is an engineering problem, not a model training problem

Published: Aug 13, 2025 | at 11:00 AM We’ve reached an inflection point in AI development. The scaling laws that once promised ever-more-capable models are showing diminishing returns. GPT-5, Claude, and Gemini represent remarkable achievements, but they’re hitting asymptotes that brute-force scaling can’t solve. The path to artificial general intelligence isn’t through training ever-larger language models—it’s through building engineered systems that combine models, memory, context, and determ

Stepanov's biggest blunder? The curious case of adjacent difference

The curious case of adjacent difference If you have ever tried using the std::adjacent_difference algorithm in c++, I’m sure it left you puzzled. As the name suggests, this algorithm computes differences between adjacent elements of the input sequence, but it does one more thing: it copies the first element of the input sequence into the output sequence unmodified. The following example demonstrates how to apply the algorithm to delta-compress a postings list of document identifiers that contain

450× Faster Joins with Index Condition Pushdown

Introduction Readyset is designed to serve queries from cached views with sub-millisecond latency. This post focuses on the cold path—cases where a cache miss forces execution against the base tables. In these scenarios, Readyset must evaluate the query from scratch, including materializing intermediate results. The focus here is on straddled joins, where filtering predicates apply to both sides of the join in addition to the ON clause. Example: SELECT u.id, u.name, o.order_id, o.total FROM u

Topics: 00 execution join ms rows

The best AirTag alternative for Samsung users is currently 30% off

Samsung Galaxy SmartTag 2 in white. Kerry Wan/ZDNET Follow ZDNET: Add us as a preferred source on Google. Bluetooth trackers are a handy piece of technology because they provide a cheap and easy way to locate lost items like your keys or pets that made a break for it. One of the better options out there is the Galaxy SmartTag2, which is currently on sale. On Samsung's website, the single-pack Galaxy SmartTag2 is retailing for $21, a 30% price drop. This deal applies to both the black and whit

Coinbase CEO explains why he fired engineers who didn’t try AI immediately

It’s hard to find programmers these days who aren’t using AI coding assistants in some capacity, especially to write the repetitive, mundane bits. But those who refused to try the tools when Coinbase bought enterprise licenses for GitHub Copilot and Cursor got promptly fired, CEO Brian Armstrong said this week on John Collison’s podcast “Cheeky Pint.” (Collison is the co-founder and president of the payments company Stripe.) After getting licenses to cover every engineer, some at the cryptocur

Samsung's new $29,999 Micro RGB TV looks ridiculously good

Last week, Samsung announced the world's first Micro RGB TV and while it sounded fantastic on paper, you can never really get a good sense of what a fresh display looks like until you see it in person. But after going to Samsung's new headquarters in New Jersey, I can attest that it is truly a sight to behold. Now, before we get to the TV itself, it's probably a good idea to dive into what's going on with Samsung's latest panel tech. In many ways, Micro RGB is a step up from current Mini LED sc

Samsung’s Micro RGB TV isn’t real Micro LED—but it’s so good you may not even care

Samsung provided ground transportation from Brooklyn, New York, to Englewood Cliffs, New Jersey, so Ars could demo its Micro RGB TV. Ars does not accept paid editorial content. ENGLEWOOD CLIFFS, New Jersey—Micro LED is still years away, but the next best thing is taking shape right now. A $30,000 price tag and 114.5-inch diagonal size makes the Samsung "Micro RGB" TV that I demoed this week unattainable for most. But the unique RGB backlight and Micro LED-sized diodes it employs represent a gro

Topics: led micro rgb samsung tv

Massive anti-cybercrime operation leads to over 1,200 arrests in Africa

Law enforcement authorities in Africa have arrested over 1,200 suspects as part of 'Operation Serengeti 2.0,' an INTERPOL-led international crackdown targeting cross-border cybercriminal gangs. Between June and August 2025, law enforcement agents seized $97.4 million and dismantled 11,432 malicious infrastructures linked to attacks that targeted 87,858 victims worldwide. "In a sweeping INTERPOL-coordinated operation, authorities across Africa have arrested 1,209 cybercriminals targeting nearly

Samsung’s “Micro RGB” TV proves the value of RGB backlights for premium displays

Samsung provided ground transportation from Brooklyn, New York, to Englewood Cliffs, New Jersey, so Ars could demo its Micro RGB TV. Ars does not accept paid editorial content. ENGLEWOOD CLIFFS, New Jersey—Micro LED is still years away, but the next best thing is taking shape right now. A $30,000 price tag and 114.5-inch diagonal size makes the Samsung "Micro RGB" TV that I demoed this week unattainable for most. But the unique RGB backlight and Micro LED-sized diodes it employs represent a gro

Topics: led micro rgb samsung tv

Apple Watch helps user discover life-changing brain tumor

The Apple Watch’s health features have once again played a part in flagging a potential health problem. A 57-year-old woman from Brighton, East Sussex says her Apple Watch alerted her to an issue that ultimately led doctors to uncover a brain tumor. Sam Adams told The Sun that her Apple Watch repeatedly flagged an unusually low heart rate after she returned from a trip to Costa Rica. At the time, she was recovering from personal losses including losing a parent, a pet, and her marriage. Adams b

Trump Mobile is promoting its smartphone with terribly edited photos of other brands' products

Since it was announced in June, Trump Mobile has committed to an increasingly-surreal smoke-and-mirrors approach to its promised T1 smartphone. Despite the initial claims that the phone would be made in the United States, it seemed highly unlikely from the start that it was accurate. The "Made in USA" claims were quietly removed from the Trump Mobile website at a later date. AppleInsider spotted the latest bizarre wrinkle to this story, which is that the actual phone still does not exist. The p

You Can't Trust Your Car's Driving Assistance System Yet, AAA Report Finds

Active driving assistance systems seem like a convenient way to get from point A to point B. But you can't fully trust them yet, according to the American Automobile Association's latest study released Thursday. AAA's automotive engineers put five cars with Active Driving Assistance systems to the test. The systems, also known as Traffic Jam Assistance, were used to navigate heavy traffic. The study found a dangerous datapoint: "notable events" (like people cutting into your lane) where the ADA

Feds investigate Tesla over inaccurate autopilot and FSD crash reports

The National Highway Traffic Safety Administration (NHTSA) just announced an investigation into Tesla regarding its Autopilot and Full Self-Driving (FSD) systems, according to a report by Electrek. The road safety regulator says the probe involves inconsistencies with how the company reports crashes regarding the aforementioned systems. The NHTSA requires automakers to report crashes involving autonomous and driver assistance systems within five days of being notified of them. The agency claims

I did 98,000 Anki reviews. Anki is already dead

Ibiza coast. August 2025. I went through a phase where I Anki’d every useful-seeming Japanese word I came across as well as all of the standard 2,136 kanji. I was teaching English in Japan at the time, which meant I was thinking about language learning all day. I’d arrived with no knowledge of the language and a resolve to be able to read a contemporary fiction novel on my flight home, so I felt I needed all the help I could get. That’s when I found Anki. Fig. 1: My idea of a good time. Review

This 'Fantastic Four' Actor Is a Netflix Top 10 VIP Right Now

Each week, Netflix drops a list of the top 10 films and TV shows dominating the platform. For the week of Aug. 11, two vastly different films, both featuring Vanessa Kirby, are in the US Top 10: Netflix original Night Always Comes and Fast & Furious Presents: Hobbs & Shaw. If you consider that Kirby is also starring in Marvel's The Fantastic Four: First Steps, which is currently No. 4 at the box office, and she briefly reprised her role as White Widow in Mission: Impossible -- The Final Reckoni

Deal: Remember, the Samsung Galaxy Z Fold 7 is still $300 off

Ryan Haines / Android Authority The Google Pixel 10 Pro Fold may be the most talked-about foldable phone right now, as it was just announced. We can’t forget about the Samsung Galaxy Z Fold 7, though. Whether you like it better than Google’s alternative is a subjective matter. One thing is for sure, though: it is currently cheaper, thanks to a $300 discount. What’s best is that you don’t have to wait for it (the Pixel 10 Pro Fold doesn’t actually launch until October). Buy the Samsung Galaxy Z

One UI 8 could let you silence the most annoying system indicator (APK teardown)

Paul Jones / Android Authority TL;DR One UI 8 may add an option to hide the location icon in the status bar when only system apps are accessing it. The icon would still appear when third-party apps access your location, alerting you to unexpected behavior. The change addresses complaints from Galaxy owners about the icon being almost constantly on since One UI 7. For months, Galaxy owners have complained about the location icon constantly lighting up in the status bar, often triggered by Sam

Samsung Galaxy S25 Edge price drops further, saving you $270

Ryan Haines / Android Authority Some of us just want a smaller phone! Since those are becoming amazingly rare, the next best thing is to get a thinner device, and the hottest slim phone right now is the Samsung Galaxy S25 Edge. It’s been on a nice sale since last week, and the deal got even sweeter today. Buy the Samsung Galaxy S25 Edge for just $829.95 ($270.04 off) This offer is available from Amazon. This lower price is only available for the Titanium Jetblack color version. Other variants

Why Certified VMware Pros Are Driving the Future of IT

By Brenda Emerson, VMUG President IT isn't getting any simpler. For many, the cloud’s gone hybrid, AI’s moved in permanently, and security threats seem to evolve faster than the tech built to stop them. But what’s at the forefront of all of this? People. The IT teams configuring, troubleshooting, deploying, and defending. And the IT staff that take the extra step to get certified are becoming some of the most valuable assets in modern enterprise. The Certification Advantage: It's More Than

Apple Watch helps user discover brain tumor after unusual heart rate alerts

The Apple Watch’s health features have once again played a part in flagging a potential health problem. A 57-year-old woman from Brighton, East Sussex says her Apple Watch alerted her to an issue that ultimately led doctors to uncover a brain tumor. Sam Adams told The Sun that her Apple Watch repeatedly flagged an unusually low heart rate after she returned from a trip to Costa Rica. At the time, she was recovering from personal losses including losing a parent, a pet, and her marriage. Adams b

UK faces legal challenge over attempt to force through data center development

The U.K. government is facing a legal challenge from campaigners over its decision to override a local authority and wave through development of a new "hyperscale" data center. Last year, the local authority of Buckinghamshire, England, denied planning permission for proposals to build a new 90-megawatt data center on green belt land. The green belt is a term in British town planning that refers to an area of open land on which building is restricted. Data centers, large facilities that house

Don’t panic: Losing SIM cards on the Pixel 10 is actually a good thing

Google’s Pixel 10 series is finally here, and for the most part, all the upgrades we were expecting have come to fruition. The Tensor G5 chip promises big performance gains over the G4, the Pixel 10 now has a telephoto camera, and all Pixel 10 models have magnetic charging built in. While it’s mostly good news, there is one change that’s likely to make a lot of people upset: the removal of physical SIM cards. If you buy a Pixel 10, Pixel 10 Pro, or Pixel 10 Pro XL in the United States, you’ll o

Humans intervened every 9 minutes in AAA test of driver assists

Advanced driver assistance systems—also known as ADAS—come in a few variations. Blind spot monitoring, collision warnings, and emergency braking act like a second pair of eyes and ears, monitoring the car's environment to warn the driver, or possibly intervene, if a crash looks imminent. Other systems are better thought of as convenience features—things like adaptive cruise control and lane keeping, which relieve some of the burden of driving. Among the newer of these is the traffic jam assist.

SK hynix dethrones Samsung as world’s top DRAM maker

For the first time in more than three decades, Samsung Electronics has been unseated as the world’s top DRAM maker, with SK hynix seizing the crown on the strength of booming demand for AI memory chips and an exclusive supply deal with Nvidia.Samsung Electronics’ global DRAM market share fell by 8.8 percentage points over the past six months — its sharpest decline since the company began disclosing the figure in 1999.According to its semiannual report released on Thursday, Samsung’s DRAM market

The AI Battle’s Newest Warrior Strikes a Major Blow to Big Tech

The ongoing slugfest between tech players racing to get the most intuitive and powerful AI may have just gotten a brief knockout punch. The slammer that landed? A new version of DeepSeek’s increasingly impressive V3.1, which has a whopping 685-billion-parameter system and can deliver about $1.01 per complete coding task, compared to a beginning price of $70 for traditional systems. 🚨 BREAKING: DeepSeek V3.1 is Here! 🚨 The AI giant drops its latest upgrade — and it’s BIG: ⚡685B parameters 🧠L

8 reasons I’d get the Google Pixel Watch 4 over the Samsung Galaxy Watch 8

The Galaxy Watch 8 hit shelves weeks ago, landing with shiny hardware and Samsung’s signature polish. Now the Pixel Watch 4 is available with an updated display, a bigger battery, and key software improvements. Here are seven reasons Google’s latest smartwatch is the one I’d actually spend my own money on. Do you prefer the Google Pixel Watch 4 or Samsung Galaxy Watch 8? 2 votes Google Pixel Watch 4 50 % Samsung Galaxy Watch 8 50 % Neither. 0 % 1. Looks can kill (my interest) I haven’t been s

Stone Age People Brutalized Their Prisoners of War, New Evidence Suggests

When we think of Stone Age people, most imagine small communities living in caves, cutting into their most recent hunt with primitive tools, and imitating their environment with illustrative rock art. People during the Neolithic, however—the last stage of the Stone Age (around 9000 to 3300 BCE)—also waged wars and absolutely demolished their enemies. In a study published today in the journal Science Advances, researchers present horrific evidence suggesting that Neolithic people in northeastern

Bootstrapping the Future: From Resource Estimation to Quantum Advantage

Quantum Algorithms That Work A central problem in quantum computing is the development of domain-specific algorithms that enable real scientific and economic contributions. Quantum algorithms in numerous domains such as finance, chemistry, physics, and biology are being developed with the intention of achieving quantum advantage, i.e. to derive deeper insights relative to established algorithms on classical machines. But these algorithms are typically evaluated through simulation and/or testing

Samsung reveals top apps downloaded by US Galaxy users this summer

Damien Wilde / Android Authority TL;DR Samsung has revealed a ranked list of the top apps Galaxy users downloaded from the Galaxy Store this summer. The company will release similar lists going forward to showcase the Galaxy Store’s most downloaded apps. Samsung TV Plus took the top spot in the rankings this summer, followed by a mix of streaming services, mobile games, and productivity apps. For the first time ever, Samsung has released a ranking of the most downloaded apps from the Galaxy

Modern CI is too complex and misdirected (2021)

The state of CI platforms is much stronger than it was just a few years ago. Overall, this is a good thing: access to powerful CI platforms enables software developers and companies to ship more reliable software more frequently, which benefits its users/customers. Centralized CI platforms like GitHub Actions, GitLab Pipelines, and Bitbucket provide benefits of scale, as the Internet serves as a collective information repository for how to use them. Do a search for how to do X on CI platform Y a