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New DLSS 5 Swapper Tool Brings Neural Rendering to Games NVIDIA Never Supported
A new tool called DLSS 5 Swapper, published on GitHub by developer rakanki911, automates installing DLSS 5's Neural Rendering into games, including ones that never officially got support for it. Users can drag and drop a game into the app, or let it scan the drive for installed titles on its own....
Acer's tiny RTX Spark PC takes aim at Mac Studio with Blackwell and 128GB unified memory
Acer's new RTX Spark is a compact AI workstation pairing NVIDIA Blackwell graphics with a Grace CPU and up to 128GB of unified memory.
Acer unveils compact RTX Spark PC with 128GB unified memory
Acer is developing a compact PC around NVIDIA's RTX Spark superchip. The IFA 2026 design supports up to 128GB of unified memory for local AI workloads.
Video card RTX 4090 showed a higher frame rate with DLSS 5 than the RTX 5080
A detailed comparative benchmarking of the NVIDIA GeForce RTX 5080 graphics accelerators with 16 GB of memory and GeForce has appeared online. RTX 4090 With...
Nvidia Wants to Turn Your Idle PCs Into a Personal Home Data Center With 'PAIR'
Nvidia's PAIR links your unused laptops, desktops, and Macs together to run agentic AI locally without subscription fees or cloud privacy risks.
HP unveils the world's thinnest Nvidia RTX Spark laptops for professionals and gamers alike
Perfect for people who want to deploy AI wherever they are.
DLSS 5 Will Be Coming to Older Graphics Cards After All
On Nvidia's forums, an Nvidia employee claimed that the company will be expanding DLSS 5 support to RTX 40 series graphics cards at some point, but we're probably going to be waiting a while for it.
ASUS Shows RTX Spark Mini PCs and Laptop Designs at IFA 2026
At IFA 2026 in Berlin, Germany, ASUS introduced mini PCs and laptops powered by NVIDIA's RTX Spark SoC. Starting with the GR1X mini, ASUS showcased the power of the RTX Spark N1X in grey or black aluminium enclosures. These are available with up to a 6,144-core GeForce RTX "Blackwell" GPU,...
NVIDIA Confirms DLSS 5 for GeForce RTX 40-Series is Coming
NVIDIA has officially confirmed that the company is working to bring DLSS 5 neural rendering to the previous-generation GeForce RTX 40-Series "Ada Lovelace." Previously, it was believed that DLSS 5 technology would be exclusive to the latest GeForce RTX 50-Series "Blackwell" and future models,...
NVIDIA Confirms DLSS 5 Support Extends To RTX 40 GPUs, But First Focusing On Model Optimization on RTX 50 Series
NVIDIA DLSS 5 is going to be released on older RTX 40 GPUs and will be available once the model is fully tuned on RTX 50 series.
Nvidia will officially bring DLSS 5 to older GPUs — but won’t give gamers full control
The cat is out of the bag.
Ugreen's New Smart Home Ecosystem Is Built Around Local AI Hubs
Ugreen has three new hubs that run your smart home with local AI rather than the cloud. The top model runs on Nvidia's Jetson Thor platform and costs $20,000.
Nvidia sets October launch for RTX Spark AI PCs
Nvidia on Thursday said Lenovo and Acer will launch the first Windows PCs powered by its RTX Spark chip in October, as the chip giant pushes to bring AI capabilities directly to laptops and desktop computers.
Nvidia PAIR Speeds Up AI Agents by Annexing PCs on Your Network
It's the home LAN reimagined.
NVIDIA RTX Spark PCs Arrive Next Month In Two “N1X” SoC Configs, One With a 20 Core CPU, 6144 Core GPU & Up To 128 GB Memory, Other With 18 Core CPU, 5120 Core GPU & Up To 32 GB Memory
NVIDIA's RTX Spark PCs are officially launching in October, powered by the N1X SoC, to deliver game-changing performance & efficiency.
NVIDIA PAIR Turns Your Idle Home PCs Into A Local AI Cluster, Killing $1,200-Per-Month Cloud API Bills
NVIDIA has introduced PAIR, a new way to combine and distribute AI inference across your home devices without any hardware installation.
Nvidia wants to turn your house of gaming PCs into an AI supercomputer
Nvidia's free RTX PAIR app spreads local AI workloads across multiple GPUs on your network, dramatically cutting down on processing times.
Nvidia launches free tool that links idle computers into a personal AI data center
We have AI tokens at home.
Nvidia’s new RTX Spark laptops launch in October with two different configs
Nvidia’s N1X laptop will ship in two different configurations for laptops and mini PCs.
The hidden reference in Nvidia and Hugging Face's deal price
"Special congrats if you find the Hugging Face and Nvidia references hidden in our $12,930,300,000 acquisition price," cofounder Thomas Wolf wrote.
Nvidia confirms it's buying Hugging Face for $13 billion
Nvidia is buying Hugging Face for $12.9 billion, the companies said on Thursday, confirming Business Insider's previous reporting.
Acer Builds Small Desktops for Local AI Agents
Acer showed two compact AI desktops: one built on Nvidia's RTX Spark superchip, the other on Intel Core Ultra processors.
Nvidia's controversial, face-changing, gen-AI DLSS 5 tech releases tomorrow for one game, and seems to tank frame-rates
If you own a 50-series GeForce graphics card or laptop, or use GeForce Now, you can try Nvidia's controversial new DLSS 5 tech this week.
Early DLSS 5 Testing Suggests the RTX 5090's Single Power Connector Might Be the Bottleneck
Community testing of leaked DLSS 5 builds suggests the tech may already be hitting a wall on NVIDIA's own flagship GPU. Tom's Hardware ran the neural rendering model through Cyberpunk 2077, Hogwarts Legacy, and Control on an RTX 5090 Founders Edition, as well as an MSI RTX 5090 Lightning Z....
Taiwanese Hardware Manufacturers Sell Out NVIDIA RTX Spark Laptop Stock Ahead of Launch
News out of Taiwan suggests that both ASUS and MSI have sold their entire production run of NVIDIA RTX Spark based laptops before a single unit has shipped. It would appear that allocation of the MediaTek co-developed chip has been pretty sparse by NVIDIA, which is one reason for the first stock...
NVIDIA DLSS 5 Launches in NBA 2K27 September 3rd, DLSS Comes to STAR WARS Zero Company, Onimusha: Way of the Sword & The Blood of Dawnwalker
Each week, new games and apps integrating NVIDIA DLSS, NVIDIA Reflex, and advanced ray-traced effects are released or announced, delivering the definitive PC experience for GeForce RTX players. In the last few days, STAR WARS Zero Company and Aliens: Fireteam Elite 2 have launched with DLSS....
DLSS 5 Officially Goes Live September 3 With NBA 2K27, Exclusive to RTX 50-series "Blackwell" GPUs
NVIDIA has confirmed that DLSS 5 will officially launch on September 3 alongside NBA 2K27, and it will remain exclusive to GeForce RTX 50-series GPUs. When asked directly at a Gamescom technical briefing whether older cards would ever receive support, NVIDIA gave a flat answer: "It's RTX...
NVIDIA DLSS 5 Technical Preview Review
NVIDIA DLSS 5 is the first technology that adds to a scene rather than reconstructing it—a generative model running locally that magically improves things. In our DLSS 5 Technical Preview we look at how the model works, what it costs in performance, and how much control developers really have.
NVIDIA DLSS 5 Performance Unveiled: 5x Faster Than Original Demo, 50% Perf Penalty on Average, But RTX 50 GPUs Offer “Hundreds of FPS” With MFG Enabled & More Optimizations On the Way
NVIDIA is sharing the first performance figures of its RTX 50 GPUs running DLSS 5, offering next-gen visuals at super-fast frame rates.
NVIDIA's DLSS 5 Launches With NBA 2K27 On September 3, But There's Little Reason For Excitement
NVIDIA's controversial DLSS 5 finally arrives this week, but there's little reason to celebrate it.
Nvidia’s controversial DLSS 5 arrives September 3rd and requires serious GPU horsepower
It seems to look better than the terrible initial examples.
Nvidia’s DLSS 5, explained
A show-and-tell with Nvidia’s controversial DLSS 5 neural rendering, launching this week.
Lowe's launches major effort to help close America's skilled trades gap
Lowe's Foundation launched a coalition with Nvidia, General Motors and over 75 partners to train and certify 1 million skilled tradespeople by 2035.
ASUS unveils specs for its new ProArt P14 creator laptop powered by NVIDIA RTX Spark
ASUS's new ProArt P14 creator laptop will be one of the first RTX Spark devices to launch this year, with support for up to 128GB of unified memory.
Leaked DLSS 5 is Being Tested on RTX 20-series "Turing" GPUs, Now Runs on Emulators and Old DirectX Titles
The leaked DLSS 5 DLL keeps finding new homes, and support has now spread to RTX 20-series "Turing" GPUs. That architecture is three whole generations behind the NVIDIA-recommended "Blackwell," and modders are showing no signs of stopping either. Developer ShortFuse has released new DLSS-NR...
Run NVIDIA BioNeMo NIM Microservices for Protein Structure Prediction in Claude Science
Agentic AI is changing how research is done. AI scientists can read papers, propose hypotheses, call models, and determine which experiments to prioritize next. First proving their value in software…
NVIDIA DLSS 5 Fixes Shadows Kingdom Come: Deliverance 2 Couldn’t Render, as Daniel Vávra Says Characters Finally Look As Intended
Kingdom Come: Deliverance series director Daniel Vávra praises NVIDIA DLSS 5, making the second game's characters look as originally intended
NVIDIA Shuts Down RTX 5000 Power Limit Control OC in Latest Driver Update
We recently reported on the open-source overclocking tool, mVolt+, unlocking power limit control on NVIDIA GeForce RTX 5000-series GPUs, allowing certain GPUs, like the RTX 5090, to draw up to 125 W of additional power and enabling significantly higher core clock speeds as a result. With the...
Tech workers name their dream employers, from OpenAI to Google
Tech workers share their dream employers, from OpenAI and Anthropic to Google and NVIDIA — and the companies they'd rather pass on.
NVIDIA Buys Hugging Face: Three Implications For Your Business
NVIDIA is reportedly buying Hugging Face. What the deal means for open-source/open-weight AI infrastructure. Three implications and immediate actions for your business.
DLSS 5 Patched to Work on RTX 4000 "Ada Lovelace" GPUs Despite No Official Support
The modding community has been hard at work ever since the untimely release of DLSS-NR, a precursor to DLSS 5. Now, modders have gotten NVIDIA's leaked DLSS 5 tool working on RTX 4000 series cards, even though the tool was only built for RTX 5000 Blackwell hardware. The DLL leaked earlier this...
DLSS 5 leaked and modders are putting Nvidia’s AI effects on everything
Here comes another round of “yassified” memes.
First Leak of Nvidia's DLSS 5 Apparently Makes Games Look and Run Worse
Mods using an early version of Nvidia’s AI-slop-ified visuals still ignores artistic intent and cuts performance in half.
DLSS 5 Gets Modded Into Skyrim With Dramatic Changes to Lighting and Character Faces
NVIDIA announced DLSS 5 back in March to a decidedly mixed reaction, as many gamers did not particularly like the modifications it made to character faces. While it is not officially out yet, an early-access build of NBA 2K27 was found to contain a DLSS Neural Rendering DLL, believed to be a...
NVIDIA DLSS 5 DLL Leaked by NBA 2K27 Early Access Build, Here's Our Analysis
Earlier today, we reported that a DLSS 5 DLL has been leaked by an early access build of 2K's NBA2K27 early access. NVIDIA announced DLSS 5 earlier this year, and showed more details at SIGGRAPH this year, saying it would ship "this fall." However, we were surprised that it is shipping already,...
Nvidia to start employee-funded US political action committee
Tech company Nvidia will start an employee-funded political action committee, a source familiar with the plans told Reuters, as the company seeks to step up its efforts to influence U.S. policy.
Nvidia’s Hidden $40 Billion Business Beyond Big Tech Is Growing Twice as Fast
Nvidia's data center customer list is changing fast, and the new buyers look nothing like the hyperscalers who built the company's dominance. Whether that signals genuine strength or a subtler kind of risk depends on who is actually paying the bills.
As Nvidia rumors swirl, Hugging Face unveils a $399 robot
Hugging Face unveils Microduck, a $399 AI robot for hands-on learning.
US futures mostly higher as the artificial intelligence business booms
US futures are mostly higher as demand for artificial intelligence technology leads to a surge in business for Nvidia and other tech companies with heavy exposure to AI. S&P 500 futures gained …
Forbes Daily: Nvidia Beats Expectations As Data Center Business Grows
Today’s Forbes Daily covers an AI personal assistant, Meta's $18 billion settlement, FDA approves pancreatic cancer drug, Abercrombie and Fitch's market surge and more.
Asian technology shares ride high on AI optimism after Nvidia’s ‘stunning’ results
Investors breathe sigh of relief after AI bellwether Nvidia reports doubling in quarterly revenue to nearly $100bn
Nvidia in talks to acquire Hugging Face in $13 billion deal, Business Insider reports
Nvidia has been in serious talks to acquire AI platform Hugging Face in a deal that would value the company at more than $13 billion, Business Insider reported on Wednesday, citing a person familiar with the matter.
Nvidia in talks to acquire Hugging Face in $13 billion deal, Business Insider reports
Aug 26 (Reuters) - Nvidia has been in serious talks to acquire AI platform Hugging Face in a deal that would value the company at more than $13 billion, Business Insider reported on Wednesday, citing a person familiar with the matter. Reut...
Nvidia has been in talks to buy Hugging Face for more than $13 billion
Nvidia has held talks to acquire Hugging Face for more than $13 billion as the chip giant expands its AI dealmaking.
AOC AGP327KG is the first 5K G-SYNC Pulsar gaming monitor
AOC has unveiled the AGP327KG, a 31.5-inch 5K gaming monitor running at 144Hz. It is the first model to combine 5120×2880 resolution with NVIDIA G-SYNC Pulsar.
Nvidia earnings could reveal its fastest-growing business isn't chips: Chart of the Day
Wall Street is focused on Nvidia's GPUs, but the faster-growing story is sitting beside them.
Perplexity launches a local AI agent with zero token costs
Perplexity has launched "Portable Computer" — a new agentic AI that runs locally on NVIDIA hardware and saves token costs.
NVIDIA DLSS 4.5 Ray Reconstruction Review
NVIDIA DLSS 4.5 Ray Reconstruction boosts image quality with a new AI-powered model that uses 20% more parameters and 35% more compute, all without sacrificing performance. Our testing shows that ray-traced visuals are enhanced, offering crisper, richer textures, especially in path tracing.
Perplexity partners with Nvidia to launch Portable Computer, a fully local AI agent with zero token costs
Perplexity launches Portable Computer, a local AI agent platform that runs privately on Nvidia DGX Spark and RTX-powered Linux machines without cloud fees.
NVIDIA GeForce On returns August 25, DLSS 4.5 Ray Reconstruction release expected
NVIDIA will host its Gamescom GeForce On update on August 25. DLSS 4.5 Ray Reconstruction is a likely topic after its files appeared in Modern Warfare 4.
Nvidia just showed that the harness, not the AI model, is now the real hero
Nvidia research shows that AI agents can perform well, and not go off the deep end, through fine-tuning, even if the AI model isn't that great at the task.
NVIDIA GeForce NOW adds official Firefox support, up to 1440p 120 FPS
Firefox now officially supports NVIDIA GeForce NOW after months of work between Mozilla and NVIDIA. More than 2,000 games can be streamed through the browser.
Old Chips Are Holding Their Value | AI & Business for August 18
Plus, Nvidia’s financing backstop, and what better open-weight models means.
GPU market evolves backwards as modded RTX 3080 20GB cards return as cheaper gaming alternatives
The RTX 3080 is nearly six years old, but 20GB modifications continue to appear in China. NVIDIA also continues supporting Ampere with newer DLSS models.
Which Nvidia GPU Is Equivalent To The PlayStation 5?
Sony's video game console most closely matches an Nvidia RTX 3070, the equivalent of a mid-range card. But there's more to it than raw specs.
NVIDIA GeForce NOW for Linux Officially Arrives
NVIDIA's efforts to enhance gaming on Linux operating systems are increasing. The company announced today that the official, native port of the GeForce NOW cloud gaming service client app is out of beta and now available for gamers worldwide. With months of community feedback integrated into the...
Nvidia playing many roles in AI gold rush: tech guru
In this AI gold rush, Nvidia is selling picks, investing in mines, and bankrolling prospectors, business professor Rob Lalka says.
GeForce NOW On Linux Native App Exits Beta
At the beginning of the year NVIDIA released a native build of GeForce NOW for Linux using Flatpaks
NVIDIA GeForce NOW native Linux app leaves beta, Frame Generation gets lower latency
GeForce NOW for Linux is now officially available with an NVIDIA Flatpak repository. Cloud-side updates also target latency and CPU-limited games.
Nvidia Could Hit $7.5 Trillion in Value Thanks to This Overlooked Business Opportunity
Nvidia's networking business gives it another way to capture the tech sector's AI infrastructure spending.
Oblivion Remastered on Switch 2 Outshines Xbox Series S, as NVIDIA DLSS Becomes The System’s Secret Weapon Again
The Elder Scrolls IV: Oblivion Remastered on Switch 2 tops Xbox Series S image quality via NVIDIA DLSS upscaling
NVIDIA reveals details of DLSS 5 and confirms its exclusivity for RTX 50 series.
Nvidia revealed details of DLSS 5 technology at SIGGRAPH 2026. Research directors confirmed the launch...
I build AI data centers. I want them to disappear from view.
Nvidia engineer Sean James makes the case that AI data centers "need to fade into the background" so they're visibly "unremarkable."
Naver expands AI business with factory project, eyes 2027 revenue
Naver is using AI to boost its core businesses while preparing a 200MW AI Factory with Nvidia and Brookfield that could generate revenue in 2027.
Nvidia's CUDA faces new threats from AI coding agents
Nvidia has long dominated because of its CUDA software. Now, AI-driven software is challenging this moat as startups and giants innovate.
5 Essential Apps To Download On Your Nvidia Shield TV Pro
If you recently picked up an Nvidia Shield TV Pro, make sure to check out these essential apps to make the most of your new device.
Nvidia And AMD Wait Until The Same Time To Raise GPU Prices
Even budget cards are getting ridiculously expensive
Jensen Huang says this is the greatest time in history to start a business—and his advice is to stop overthinking it: ‘How hard can it be?’
The billionaire CEO has spent the last three decades building Nvidia —but says one simple mindset helped turn a diner-booth idea into a $4.7 trillion giant.
Graphics Cards Could Get Even More Expensive, and It’s Not Just Nvidia
At this point, PC gaming is becoming a pure luxury.
Microsoft Adds $450 Billion In A Day, Beats Nvidia. What's Behind The Surge
Azure, Microsoft's cloud computing platform, reported stronger-than-expected growth as companies continued spending heavily on AI infrastructure.
How to manage token costs while keeping agentic goals on track
Learn about AI tokenomics and how Dell AI Factory with NVIDIA helps reduce token costs by running AI agents locally.
NVIDIA RTX 50-Series GPUs Could See Another 20-30% Price Hike in 2026
We've previously reported on expected price increases for NVIDIA GPU kits that the company sells to OEMs, thanks to the AI boom and its resulting impact on the DRAM supply chain. Now, thanks to a report by Taiwanese publication, Economic Daily Times, it's been revealed that NVIDIA's price hike...
Nvidia GPUs see yet another price hike of up to 30 percent, as the generative AI hardware crisis worsens
In response Samsung announced another price increase across DRAM as the personal computing nightmare deepens.
Lenovo’s Yoga 9n 2-In-1 Is The First Laptop To Ship With NVIDIA’s RTX Spark, Comes With A Crisp PureSight Pro OLED, Stylus Support And More
The Lenovo Yoga 9n 2-in-1 pairs NVIDIA’s new RTX Spark platform with a stunning PureSight Pro OLED display, stylus support, and a versatile 360-degree hinge
Exclusive: This is the first NVIDIA RTX Spark-powered convertible laptop, the Lenovo Yoga 9n 2-in-1
Leaked images reveal the Lenovo Yoga 9n 2-in-1, the world's first NVIDIA RTX Spark convertible laptop, alongside the Yoga Pro 9n.
Halo: Campaign Evolved Peaks at 25,000 Steam Players on Launch Day
Halo: Campaign Evolved launched on July 28 as a reimagining of the classic Combat Evolved experience replete with NVIDIA RTX and DLSS tech, and despite considerable hype leading up to the game's release, it seems as though it has not been quite as popular as it may have initially seemed....
The Science Behind the AI Panic Is Shakier Than You Think
A column by Sascha Lobo Is AI making us dumb? So asked DER SPIEGEL on its cover a while ago. After a few weeks of recovery and a therapeutic intervention with the help of my AI, I feel able to respond. That’s a bit unfair, of course; the article itself is more nuanced than the loud cover, the image of a schoolkid with dull prompt questions, or the subtitle: “AI is conquering the schools, and educators fear a disaster.” The short answer to “Is AI making us dumb?” is: no. The long answer is more interesting, and even carries a preliminary glimmer of the spectacular. Unfortunately, it requires a detour into the sphere of artificial intelligence, into the mogul-field terrain of technology assessment, the attention economy, and the destructive virus of cultural pessimism. Along with narrowing the scope to AI’s effects on education and work rather than on intelligence. Because the honest version of the question would be: Does AI help us learn and work, or not? Generative AI, which set off the still-ongoing hype with ChatGPT, has only existed in relevant distribution since late 2022, early 2023. For a technology-driven transformation of people and society, that is extremely short. For that reason alone, research is still in its infancy. And technology assessment is not a fast discipline anyway. Prominent voices from Elizabeth Eisenstein to RAND to Tom Wheeler say we still cannot conclusively judge the consequences of the printing press. Its invention is a mere 580 years back, and some scholars would rather not circulate assessments that might have to be retracted in two or three hundred years. We’re Going Through Growing Pains A phenomenon that already caused upheaval in social media research makes serious assessment of AI’s consequences even harder: the “moving target” problem of LLM-ology, as the linguist Sean Trott called it in 2025. AI develops so quickly and so unpredictably that researchers often end up studying snapshots of the past. There are concepts, from morphological analysis to anticipatory governance, for keeping research, planning, and regulation halfway meaningful anyway. But even with those, universally valid statements are rare. DER SPIEGEL - The German View is a reader-supported publication. To receive new posts and support our work, consider becoming a free or paid subscriber. Subscribe We should therefore treat findings about the interplay between humans and AI as far more procedural and situational. Unfortunately, this challenge comes at the worst possible time. We are going through growing pains: AI’s everyday impact has grown very large very fast, and with it the longing for guidance. Annoyingly, the body of solid knowledge has not exploded along with it. Experts cannot be moved to broad consensus on even banal statements about AI. Sascha Lobo, born in 1975, is an author and strategy consultant focusing on the internet and digital technologies. Together with Jule Lobo, he explores the debates of the day in the podcast “Feel the News – Was Deutschland bewegt” (”What Moves Germany”). Nvidia CEO Jensen Huang says software developers are dying out. Bill Gates considers coders one of only three professions that will survive the AI tsunami. Top tech economists find virtually irrefutable arguments both for and against an AI bubble. The same naturally applies to the structurally youth-hostile debate over whether AI is good or bad for young people. The gap between the demand for insight and the supply of solid knowledge creates an orientation vacuum. This vacuum of AI cluelessness is filled, as the attention economy described by Georg Franck in 1998 would have it, with half-knowledge (funnily enough, often AI-generated), marketing, and self-marketing. After all, infinite money is at stake, along with academia’s best current shot at global fame. But this iridescent froth of interpretation operates more by the algorithmic principles of the digital public sphere than by seriously earned insight. That is why dramatized, fear-feeding claims about AI are so promising. It tempts parts of academia into distorted drivel, and parts of the media then sensationalize the published drivel once more. Was the Research Aimed at a Desired Result? How badly this can influence academia and public perception is demonstrated by one of the most-discussed studies on AI’s effects: “Your Brain on ChatGPT.” The MIT study by Nataliya Kosmyna also gets plenty of space in the SPIEGEL cover story. What was measured and interpreted: lower brain activity in people who write with AI assistance, compared to people who only google or write without any tools. As is common with preprints, the study has not yet been peer-reviewed, and it contains substantial weaknesses that experts have sharply criticized. The first round had 54 participants in three groups, the second only 18, who reportedly also came from MIT’s own orbit. There was no preregistration (committing in advance to what you want to find out with which data). In their analysis, Stanković et al. even discovered an opposite effect that the study does not further explain. Some measurement data has not (yet) been published. And the EEG analysis method used is considered too imprecise to support such far-reaching conclusions. The biggest criticism, though, is the suspicion of an activism-driven study. In an interview with Time, lead author Kosmyna said she published the study immediately, rather than after full peer review, because she feared politicians might otherwise decide to put ChatGPT in kindergartens. She considers that absolutely harmful. It is legitimate to hold such a view. It just seems unscientific to approach a study with it, and then to design the setup so that the chance of a fitting desired result remains as high as possible. Ideologies Collide It is not easy to separate genuine AI insights from studies that trivialize and weaken well-founded AI criticism. The same goes for the opposing, AI-enthusiastic narratives, because the pro-AI side works against it with billions in resources. Ideologies collide, fed by egos, PR strategies, moral posturing, and once-in-a-lifetime opportunities. Doomsday marketing makes the search even harder: AI companies can profit from warnings about the dangers of AI, whether through the notoriety of apocalypse narratives or because, in some target groups, danger translates into power. Some seemingly negative findings are therefore quite welcome in the AI industry. If you try to get at the findings presumably less influenced by interest groups, the picture in education seems relatively clear: AI can improve educational outcomes when the right AI is used the right way, namely pedagogically. Simply dumping an AI chatbot into a classroom, by contrast, accomplishes little. Huge surprise. But something else is also obvious: whether they are allowed to or not, kids use AI for school, which is why the controlled integration of AI tools into education is, in the medium term, entirely without alternative. In the world of work, the landscape of findings is more complex and requires more differentiation. A series of serious studies points to an AI effect that suits neither the alarmists, regulation fetishists, and AI opponents, nor the trillion-dollar corporations with their armada of paid scientists, PR professionals, and ecosystems: working with AI helps the inexperienced (at least for now) considerably more than it helps the pros, in certain fields of work, and provided they know how to use it correctly. Missing Domain Knowledge Among the experienced, the professionals, and the high flyers, by contrast, despite frequent time savings, partially negative effects and new problems are emerging. Take the jagged frontier problem: AI solves task A brilliantly and fails completely at task B, even though both look similar even to professionals. Or the verification-cost problem, in which AI’s greater productivity gets eaten up by the enormous effort of checking its output. Or the illusion of competence, because AI makes new domains seem easily penetrable, until you painfully discover that deep domain knowledge is missing. Taken as a whole, the effects of working with AI do lean positive. But the promise that AI works as a turbocharger for everyone and boosts practically everything simply refuses to materialize. The AI magic the world has been feeling since ChatGPT arrived in late 2022 has so far barely shown up in most companies’ numbers. The consulting firm McKinsey has coined a term for this, the “gen AI paradox,” and believes that work processes and corporate structures would have to be rebuilt quite fundamentally to realize AI’s benefits at scale. Reuters just reported that only 3.3 percent of Microsoft’s customers have subscribed to the AI package Copilot. That may be down to the product; in other areas we continue to see soaring successes and new AI triumphs. But after the first quarter of 2026, disillusionment is the word for all too many AI projects at traditional companies: because the promised revolution of AI agents has so far failed to arrive or been postponed, and because of the leveling effect that many of the studies cited here suggest. Against Inequality The societal effects, on the other hand, appear rather encouraging. Many previous technologies operated on the Matthew principle, named for the Gospel verse about giving to those who already have: they tended to reward the more competent and more privileged. AI, however, seems more often to have an equalizing effect once a threshold of access and education is crossed. Some anecdotal insights point in this direction, for example, how an unemployed man in Leipzig successfully defended himself in court in 2025 against fraud accusations from Germany’s federal employment agency — without a lawyer, armed only with ChatGPT. The AI made mistakes and cited invented court rulings, but in the end the man walked away unpunished. And a key capability of artificial intelligence is its capacity to learn: set up correctly and fed with data, it can keep getting better. It is a question of time, or more precisely of AI innovations and training data, until even free AI chatbots write better legal briefs than law graduates with perfect exam scores. Whether that will make anyone dumb is something the world’s press will surely inform us of in due time. Subscribe Leave a comment
Apple dethrones Nvidia as world's most valuable company after stock moves
Nvidia has been hit by volatility as investors rethink parts of the AI thesis, while Apple is the top stock in the Magnificent Seven this year.
Nvidia and tech giants advocate open AI for cybersecurity
Nvidia and dozens of tech firms form the Open Secure AI Alliance to advocate for open AI models as cyber defense tools after Hugging Face breach.
Dell Deskside Agentic AI cuts token costs by up to 87%
Dell, with Nvidia, introduces Deskside Agentic AI to manage token costs, enabling local trillion-parameter model runs and reducing cloud expenses.
Nvidia CEO to Washington: Don't fall for "science fiction" AI fear
Jensen Huang railed against AI doomerism in an interview with Axios' Mike Allen.
At NVIDIA, Kshitiz Khatri Is Learning the Business Behind AI
At NVIDIA this summer, Kshitiz Khatri (Class of 2027) is getting a close-up look behind the answer box in between his first and second year at The University of Virginia Darden School of Business.
NVIDIA’s first GeForce driver for Windows on Arm confirms RTX Spark N1X with 6,144 or 5,120 CUDA cores
GeForce 616.00 is NVIDIA’s first native Arm64 graphics driver for Windows 11. The developer package currently supports Microsoft’s Surface RTX Spark Dev Box.
Bristol Myers, NVIDIA join forces to build life science’s ‘most powerful’ AI factory
BMS enhances its AI computing power with NVIDIA's DGX SuperPOD as big pharma race to stay competitive within the shifting global landscape.
NVIDIA Shows DLSS 5 Progress and Technical Details at SIGGRAPH 2026
NVIDIA has once again showcased its DLSS 5 neural rendering at the SIGGRAPH 2026 event, currently taking place in Los Angeles. Despite the initial negative reaction from gamers, NVIDIA is continuing to develop the technology, offering improvements and a new demonstration of how DLSS 5 is intended...
NVIDIA’s Synthetic Video Detector Spots Fake News & AI-Generated Content With 92% Accuracy, Analyzing 1080p Footage In Just 22ms
NVIDIA introduces the Synthetic Video Detector NIM microservice, achieving up to 92% accuracy in identifying Fake News.
Bristol Myers Squibb Building Life Science Industry’s Most Advanced AI Factory on NVIDIA Vera Rubin
The pharmaceutical company has demonstrated how AI can transform how drugs discovery and is now scaling AI across R&D to accelerate the discovery of next-generation medicines.
Bank of America Sees Nvidia’s Next $20 Billion Business. Here’s Where NVDA Stock Could Go
Bank of America just flagged a hidden revenue engine inside Nvidia that the market is still ignoring, and the numbers suggest Wall Street has been pricing the wrong business this entire time.
Nvidia’s Jensen Huang reunites with Sega exec who saved the company with $5M investment
Sega and the world’s richest company celebrated a new partnership in Tokyo…
NVIDIA says SEGA games are coming to RTX Spark PCs, including Virtua Fighter Crossroads
NVIDIA says SEGA games are coming to RTX Spark PCs, with Virtua Fighter Crossroads named in the announcement. The other titles have not been detailed.