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What to Expect at Samsung Galaxy Unpacked 2026: S26 Release Date and Price

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Here’s is an animation that was part of the Galaxy Unpacked event invite.

Samsung

We’re just days away from the likely reveal of the Galaxy S26 lineup. Samsung is hosting a Galaxy Unpacked event on Feb. 25, 2026, at 10 a.m. PT (1 p.m. ET) in San Francisco. We expect to see the Galaxy S26, S26 Plus, and S26 Ultra announced, which will replace the Galaxy S25, S25 Plus and S25 Ultra.

Samsung has already made a splash this year, releasing the Galaxy Z TriFold for $2,899 in the US at the end of January, the first twin-hinge foldable that immediately sold out after going on sale. The company hasn’t indicated which products will be shown off at Samsung Unpacked in San Francisco, though we expect to see the Galaxy S26 and possibly other devices.

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Samsung’s event comes just a week before the year’s biggest smartphone show, Mobile World Congress, kicks off in Barcelona. It may be late for Samsung, but it’s early enough in 2026 to set the stage for other premium Android phones this year.

Three phones in front of the word Galaxy

Samsung’s Galaxy Unpacked event is on February 25 and the company will likely reveal the Galaxy S26 series.

Tharon Green/CNET

The stakes are high for the S26 phones. People want the absolute top of the line if they’re paying top dollar for premium phones, especially under today’s financial strains. Samsung is under pressure to introduce enough new features to keep its highest-end phones at the top of the charts, especially after the iPhone 17 series debuted several perks that raised the bar. 

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When it comes to generative AI, which is prevalent across other gadget categories, Samsung is tasked with finding new, exclusive uses to keep differentiating its phones amid fierce competition at the premium level. 

We expect the Galaxy S26 lineup to match that of prior years: a standard S26, a larger S26 Plus and a top-of-the-line Galaxy S26 Ultra. While rumors don’t suggest any drastic redesigns, there will probably be some external tweaks and upgrades to the hardware, including the processor and cameras. 

Let’s dive into the specifics of everything we know about the Galaxy S26 series launch.

Galaxy S26 lineup overview

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Samsung Galaxy S25

The Samsung Galaxy S25.

James Martin/CNET

Galaxy S26

Despite early rumors from Android Authority suggesting Samsung might ditch its baseline phone for a pricier, higher-specced Pro model, the latest leaks suggest Samsung will keep its standard Galaxy S26 model. We don’t expect too many changes to the model’s design, though it could see a return of a raised camera bump after the Galaxy S25 kept them flush with the rear cover.

What rumors tell us:

  • Screen: 6.3-inch display (the Galaxy S25 has a 6.2-inch display)
  • Cameras: Ultrawide camera could get an upgraded 50-megapixel sensor
  • Processor and RAM: Snapdragon 8 Gen 5 chip in the US and China and 12GB of RAM
  • Battery: 4,300-mAh battery
Galaxy S25, S25 Plus and S25 Edge

The Galaxy S25 (left), next to the S25 Plus (middle) and S25 Edge (right).

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Jesse Orrall/CNET

Galaxy S26 Plus and S26 Edge

Samsung was also said to be debating whether to outright replace its larger S26 Plus with the super-slim S26 Edge, but reportedly poorer sales of last year’s Galaxy S25 Edge suggest the pendulum could swing the other way: We may just get an S26 Plus this year, as 9to5Google suggests. 

What rumors tell us:

  • Screen: 6.7-inch display
  • Cameras: Ultrawide camera could get an upgraded 50-megapixel sensor
  • Processor and RAM: Snapdragon 8 Gen 5 chip in the US and China and 12GB of RAM
  • Design: It will be 7.35mm thick
samsung-s25ultra-review-01

Samsung Galaxy S25 Ultra.

Jeffrey Hazelwood/CNET

Galaxy S26 Ultra

Like other S26 models, the Galaxy S26 Ultra is expected to feature the new Snapdragon 8 Elite Gen 5 in the US and China. A rumor from PhoneArena suggests the phone will revert to an aluminum frame from its titanium predecessors, much like Apple did with the iPhone 17 Pro and Pro Max.

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What rumors tell us:

  • Storage: Up to 1TB
  • Charging: Support for 60-watt wired and 25-watt wireless charging
  • Processor and RAM: Snapdragon 8 Gen 5 chip in the US and China and 16GB of RAM
  • Battery: 5,000-mAh battery
samsung-galaxy-buds-3-pro-in-case-1

The Samsung Galaxy Buds 3.

David Carnoy/CNET

New Galaxy Buds 4

Rumors suggest Samsung will release new Galaxy Buds 4 and Buds 4 Pro models alongside its phones. Product images published by Android Authority show redesigns for both models, which are each getting what look like burnished metal strips on the outside of the stems, which should make them look a bit less like Apple AirPods than the Galaxy Buds 3. As in prior generations, the regular Buds 4 look to be entirely plastic, while the Pro models will have silicone eartips.

New AI features and Bixby updates

The latest Galaxy phones typically arrive with new AI features, and rumors suggest the Galaxy S26 series will be no exception. Samsung itself alluded to a new privacy shield coming in future phones (presumably the S26 series) that will block parts of the display when viewed at an angle, shielding notifications or even entire apps from onlooker view. 

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Leaks suggest AI is doing the heavy lifting, selectively rendering images only for those looking straight at the phone. Presumably, this will come to all S26 models, and leaks haven’t suggested otherwise. 

The S26 phones may be able to use generative AI to render images faster than before. Samsung’s partnership with Nota AI was announced in November, which aims to optimize on-device genAI. This means bringing its EdgeFusion (a version of Stable Diffusion) to speed up text-to-image generation by running it purely on Galaxy S26 handsets (rather than partially or wholly through the cloud), PhoneArena suggested, integrating Nota AI’s tech at the processor level. 

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Why Chains Are Still Better For Bicycles Than Belts

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Theoretically a belt drive makes for a great upgrade to a bicycle, as it replaces the heavier, noisy and relatively maintenance-heavy roller chain with a zero-maintenance, whisper-quiet and extremely reliable belt that’s rated at an amazing 20-30,000 km before needing a replacement. Of course, that’s the glossy marketing brochure version of reality, which differed significantly from what [Tristan Ridley] experienced whilst cycling around the globe.

Although initially he was rather happy with his bike, its sealed car-like Pinion gearbox and Gates carbon belt drive system, while out in the wilds of Utah he had a breakdown when the belt snapped. When the spare belt that he had carried with him for the past months also snapped minutes later after fitting it on, it made him decide to switch back to the traditional bush roller chain.

Despite this type of chain drive tracing its roots all the way back to Leonardo da Vinci, they actually offer many advantages over the fancy carbon-fiber-reinforced polyurethane belt. Although with the Pinion gearbox the inability to use a derailleur gearing system is no big deal, [Tristan] found that the ‘zero maintenance’ part of the belt was not true for less hospitable roads

Anyone up for some tasty peanut butter? (Credit: Tristan Ridley, YouTube)
Anyone up for some tasty peanut butter? (Credit: Tristan Ridley, YouTube)

A big issue was that of abrasive dust, which created a very noisy coating on the belt that’d have to be regularly cleaned off with precious water, or by having silicone lubricant sprayed on the belt. Even with all that care he found that the belt would snap after about 8,000 km, well below the rated endurance.

When it came to super-sticky mud, called peanut butter mud for good reasons, he found that chains also cope much better with this, as the mud will just squeeze out of the chain and be forced off the sprocket, whereas the belt will happily keep compacting the mud onto the contact surfaces, increasing belt tension and requiring constant cleaning to not become hopelessly stuck.

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The Utah breakdown also showed why these belts are actually very fragile: the replacement belt had been packed away folded-up for a few months at that point in the luggage, and during storage the carbon fibers had become compromised to the point where the belt just snapped after a few minutes of use. A metal chain will happily be stored away for as long as you can keep it away from corrosion, and fold up very compactly.

Another awesome feature of roller chains is that they’re super-modular, allowing you to carry spare links and such with you for in-the-field repairs, while even the most remote bicycle store in any country can help you out with maintenance and repairs, unlike the special and highly custom belts that need to be shipped in by courier.

Of all the bicycle technologies that [Tristan] has used, it seems that only this drive belt has been an outright disappointment. The sealed gearbox would seem to be a massive improvement over finicky derailleurs, and hydraulic brakes are reliable and common enough that they haven’t been an issue so far.

His conclusion is that bicycle drive belts are fine if you do city driving, where they probably will last the rated kilometers, but they rapidly fall apart in even slightly adverse conditions.

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McCoy Tyner Quartet’s 1991 “New York Reunion” Album Reemerges on 2LP Pink One Step Pressed 180-gram Vinyl: Review

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A 180-gram “one step” vinyl reissue of a 1991 release from noted audiophile label Chesky Records featuring jazz legends McCoy Tyner, Joe Henderson, Ron Carter and Al Foster is a good reason to celebrate music and life. It is a reminder of why great recordings and great players still matter.

The performances within New York Reunion are lush, relaxed and overall exemplary, capturing iconic seasoned musicians in an intimate studio setting with then state of the art recording technology. On the album cover, it states that the album was “recorded using a specially modified microphone with all tube Manley Reference electronics by David Manley from Vacuum Tube Logic Of America”  It goes on to say that it was “recorded with minimalist techniques and without overdubbing or artificial enhancement to ensure the purest and most natural sound possible.”

mccoy-tyner-new-york-reunion-hype-sticker

Crafted using the increasingly popular “one step” process, which reduces the number of plating stages required to press a record and can improve overall fidelity, this reissue comes with a strong technical pedigree. The opaque pink vinyl pressing is generally quiet, well centered, and free of obvious surface issues.

mccoy-tyner-new-york-reunion-liner-notes

This is a fine sounding all-digital recording of outstanding musicians playing together effortlessly. Perhaps too effortlessly at times. Feel wise, I’m reminded at points of those later period Oscar Peterson CDs on Telarc which at times sounded somehow too pristine and spotless for my tastes (and I say this as a pretty deep Peterson fan). Yet there are no doubt many lovely performances throughout New York Reunion such as Mr. Henderson’s extended solo sax intro (and outro) on Side 3’s “Ask Me Now” before Mr. Tyner comes in for an extended duet essentially.

mccoy-tyner-new-york-reunion-cd

Generally, I’ve enjoyed New York Reunion. My only question (not a complaint) is whether this pressing might have benefitted from some more empathetic mastering for vinyl? Don’t get me wrong, it sounds good: clean, crisp, and natural. I just wish it leaned a touch warmer. That said, considering the explicit commitment to avoiding “artificial enhancement” which would include equalization, this feels like one of those “it is what it is” scenarios.

Based on available online information, this new 2LP limited edition of 2,000 copies appears to mark the first time the complete New York Reunion album—all eight tracks originally issued on a single CD in 1992—has been released on vinyl. Earlier vinyl editions from 1992 and 2016 do exist, but those appear to have been single LP versions rather than the full 2LP presentation.

mccoy-tyner-new-york-reunion-prior-lps

At the time of this review The McCoy Tyner Quartet’s New York Reunion can be found easily on Amazon. I have not seen any indication of whether a standard (and perhaps less pricey) black vinyl edition will be available in the future.

Where to buy: $69.98 at Amazon

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Mark Smotroff is a deep music enthusiast / collector who has also worked in entertainment oriented marketing communications for decades supporting the likes of DTS, Sega and many others. He reviews vinyl for Analog Planet and has written for Audiophile Review, Sound+Vision, Mix, EQ, etc.  You can learn more about him at LinkedIn.)

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If you want a transparent iPhone Air with a SIM slot, it'll cost you

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A transparent iPhone Air with a working SIM slot looked like a hardware hack for the ages, but it also showed exactly what got sacrificed when factory design margins disappeared.

Close-up transparent smartphone back showing internal components, including a large camera lens, flash module, circuit boards, screws, and metallic parts arranged symmetrically against a dark backgroundiPhone Air

In a new video, YouTuber Linzin took viewers on a 22-minute journey through Huaqiangbei, China’s famous electronics market. There, technicians worked their magic by laser-stripping the rear glass of an iPhone Air for a see-through effect.
They didn’t stop there and milled space for a SIM slot directly into the frame. They also handled delicate board-level microsoldering to make the eSIM-only iPhone Air work with a physical SIM card.
The modified phone powered on, connected to a carrier, and worked just fine. It did run hotter under load and lost its water resistance.
Continue Reading on AppleInsider | Discuss on our Forums

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HiBy W4 is Portable Bluetooth DAC Amp for only $99

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HiBy might not have household recognition in the U.S., but the company isn’t exactly new to this game. With 15 years of experience building digital audio players and portable electronics, and a HiByMusic app ecosystem that spans 100 countries with more than 3 million users on iOS and Android, the brand has quietly built serious infrastructure behind the scenes. Now it’s aiming a little more directly at the portable DAC and headphone amplifier crowd with the release of the HiBy W4.

The W4 is a Bluetooth enabled portable DAC and headphone amplifier designed to handle both wired and wireless hi resolution playback in one compact chassis. That matters because the appetite for Bluetooth capable DAC and headphone amps that can properly decode hi res formats and deliver enough output for modern IEMs and reasonably efficient headphones continues to grow. We saw that firsthand with the iFi GO Blu Air, which impressed us with its balance of sound quality, usable power, and everyday practicality.

hiby-w4-portable-bluetooth-amp-iems

HiBy’s pitch with the W4 is similar in concept: fashionable industrial design, dual mode operation, and enough decoding and amplification muscle to make streaming from a smartphone feel less like a compromise and more like a system choice. Whether it can stand out in an increasingly competitive under $250 portable hi-fi segment is the real question.

The HiBy W4 features a flexible physical design that supports both clip on use and magnetic attachment for on the go listening. Its integrated magnetic system allows it to attach directly to compatible smartphones or MagSafe style phone cases, functioning much like a MagSafe accessory for a cleaner, cable managed setup.

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Uncharge Mode switch

The W4’s Uncharge Mode shifts the power source to USB operation, isolating the unit from the connected smartphone so it does not draw from the phone’s battery. In addition to preserving battery life, this separation can also help reduce electrical interference from the handset.

The W4 includes a built in 1500 mAh battery to support extended playback sessions, and Uncharge Mode is engaged using a dedicated button located on the left side of the chassis.

On the inside, the HiBy W4 has dual Cirrus Logic CS43198  DAC chips, paired with dual headphone amplifiers. The DACs support PCM up to 768kHz/32-bit and native DSD512. 

The HiBy W4 employs dual low phase noise active crystal oscillators operating at 45.1584 MHz and 49.152 MHz to support more accurate clocking and stable audio playback across common sampling rates.

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Connectivity includes both 3.5 mm single ended and 4.4 mm balanced stereo outputs. In balanced mode, the W4 delivers up to 475 mW of output power, driven by dual SGM8262 amplifier chips. That is a substantial figure for a device in this category and nearly double the balanced 4.4 mm output we measured from the iFi GO Blu Air. It provides enough headroom for a wide range of in ear monitors and many relatively efficient over ear headphones, giving the W4 more flexibility than ultra sensitive IEM duty alone.

For wireless performance, the HiBy W4 incorporates a Qualcomm QCC5181 chipset, supporting Bluetooth 5.4, with codec support for Snapdragon Sound, aptX Adaptive, aptX Lossless, aptX HD, LDAC, AAC, and SBC.

The HiBy W4 is positioned as a stylish everyday carry accessory, pairing a black front display with a contrasting, brightly colored rear module that makes it stand out at a glance.

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A 2-inch touch screen provides full device control and can display album artwork when operating in Bluetooth mode. Users can manage pairing, playback, and system settings directly from the W4 itself, reducing the need to constantly reach for a smartphone and creating a more self contained, user friendly experience.

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HiBy W4 Specifications

HiBy Model  W4
Product Type Portable HiFi Bluetooth Headphone Amplifier
Price $99
Body Materials  Aluminum Alloy + ABS
Bluetooth Chip QCC5181
DAC Dual CS43198
Supported Audio Specifications DSD512, PCM 768kHz
Bluetooth Version 5.4
Bluetooth Codec Support aptX Adaptive,aptX lossless, aptX-HD, aptX, LDAC, AAC, SBC
Bluetooth Range 10 Meters
USB Input Yes
Control Methods Touch Screen, Physical Buttons, Voice Prompt
Headphone Jacks 3.5mm (CTIA Standard)

4.4mm Balanced Jack

Microphone  Supported via 3.5mm Headphone Jack
cVc Noise Reduction Supported via 3.5mm Headphone Jack
Remote Control Supported via 3.5mm Headphone Jack
NFC (Near Field Communication) Yes
Power Follow Mode Yes
Battery Capacity 1500 mAh
Battery Life 3.5mm: 6.3 hours

4.4mm: 5 hours

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Continuous AAC Playback

Dimensions (excluding clip) 66.15 x 65.1 x 21.5 mm

2.06 x 2.56 x 0.85 inches

Weight  93.3 Grams / 3 ounces
Color Options White, Orange, Cyan, Black, Yellow, Green

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The Bottom Line 

There is no shortage of portable Bluetooth-enabled DAC/AMPs, and the category now stretches from basic sub-$100 dongles to feature-heavy models approaching $1,000. At $99, the HiBy W4 lands at the aggressive low end of that spectrum but brings a feature set that is not typical at this price.

Support for aptX Lossless and LDAC gives it legitimate hi-res wireless credibility, while dual oscillators, balanced 4.4mm output rated at up to 475mW, and a built-in 1500mAh battery push it beyond entry-level expectations. The integrated 2-inch touch screen also sets it apart from competitors like the iFi GO Blu Air, which relies entirely on a smartphone for visual feedback and navigation. Some listeners may prefer controlling everything from their phone anyway, especially when switching between streaming platforms, but the W4 at least gives users the option of direct, on-device control without guesswork.

Add in the magnetic MagSafe-style attachment, clip-on portability, and a Car-Optimized Mode accessible through the HiByBlue app, and the W4 starts to look less like a budget experiment and more like a calculated move into the mainstream portable hi-fi space.

Who is this for? Smartphone listeners who want true hi-res Bluetooth support, enough power for serious IEMs and efficient headphones, and a self-contained interface without spending several hundred dollars. At $99, it is positioned squarely for commuters, students, travelers, and anyone building a compact everyday-carry audio setup without sacrificing codec support or balanced output. That is a hard combination to ignore at this price.

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Price & Availability

The HiBy W4 is available for $99 USD via HiBy’s official online store and Linsoul.

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Inexpensive MacBook is the perfect way to get users deeper into the Apple ecosystem

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Apple’s low-cost MacBook will fill a long-standing gap in its lineup — and bring a new wave of users into the ecosystem.

Seven colorful Apple laptops arranged in a circular fan, each partially open, showing different pastel colors including blue, green, yellow, pink, purple, and gold on a white background
An AppleInsider rendition of what a multi-colored MacBook ad spot could look like

March 4 marks Apple’s next big announcement day, which it plans to celebrate with three invite-only “experiences” in London, Shanghai, and New York City. If you follow the rumors and speculation, you’ll know that Apple’s allegedly getting ready to add a new, lower-priced MacBook back into its lineup.
I, personally, think this is a brilliant move. Apple could really expand its Mac audience, and here’s why.
Continue Reading on AppleInsider | Discuss on our Forums

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Today’s NYT Mini Crossword Answers for Feb. 22

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Looking for the most recent Mini Crossword answer? Click here for today’s Mini Crossword hints, as well as our daily answers and hints for The New York Times Wordle, Strands, Connections and Connections: Sports Edition puzzles.


Need some help with today’s Mini Crossword? For me, 4-Down was a puzzler, but the other answers filled it in. Read on for all the answers. And if you could use some hints and guidance for daily solving, check out our Mini Crossword tips.

If you’re looking for today’s Wordle, Connections, Connections: Sports Edition and Strands answers, you can visit CNET’s NYT puzzle hints page.

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Read more: Tips and Tricks for Solving The New York Times Mini Crossword

Let’s get to those Mini Crossword clues and answers.

completed-nyt-mini-crossword-puzzle-for-feb-22-2026.png

The completed NYT Mini Crossword puzzle for Feb. 22, 2026.

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NYT/Screenshot by CNET

Mini across clues and answers

1A clue: Soybeans or rice
Answer: CROP

5A clue: Bit of gossip
Answer: RUMOR

7A clue: South American flatbread made of ground maize
Answer: AREPA

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8A clue: ___ 8 Ball
Answer: MAGIC

9A clue: Something a pirate might make you walk
Answer: PLANK

Mini down clues and answers

1D clue: Sudden muscle tightness
Answer: CRAMP

2D clue: Like the areas beyond suburbia
Answer: RURAL

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3D clue: Luxury Swiss watch brand
Answer: OMEGA

4D clue: Stop by unannounced
Answer: POPIN

6D clue: Billiards triangle
Answer: RACK

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Meta inks deal to use millions of Nvidia chips for data centres

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Meta plans to spend up to $135bn this year to support its Meta Superintelligence Labs efforts as well as its core business.

Meta will reportedly spend billions of dollars on a multi-year partnership with Nvidia to use “millions” of its chips to support Meta’s data centre build-out, the two companies announced yesterday (17 February).

Commenting on the deal, Nvidia founder and CEO Jensen Huang said that no other company deploys AI at Meta’s scale.

The announcement comes as the social media giant gears up to spend as much as $135bn this year to support its Meta Superintelligence Labs efforts as well as its core business, while competing chipmakers attempt to challenge Nvidia’s global dominance in AI.

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Even Nvidia’s Big Tech customers, including Meta and OpenAI, are building their own in-house hardware.

As per the mega deal, Meta will deploy millions of Nvidia Blackwell and new Rubin GPUs to build “hyperscale” data centres optimised for both AI training and inference.

The company will also integrate Nvidia’s recently-announced Spectrum-X ethernet switches for Meta’s Facebook open switching system platform, and expand its usage of Nvidia’s confidential computing services beyond WhatsApp and into other offerings.

The companies said they will continue their partnership to deploy Arm-based Nvidia Grace CPUs for Meta’s data centre production applications, representing the first large-scale Nvidia Grace-only deployment.

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They are also collaborating to deploy Nvidia’s Vera CPUs, with the potential for large-scale deployment next year. Meta is also tapping Nvidia’s GB300-based systems to continue developing its data centres.

It was reported yesterday that Nvidia sold off the last of its stake in Arm – a company it once tried to acquire. Last September, Huang announced a “giant” $100bn deal with OpenAI that has apparently not yet transpired.

“No one deploys AI at Meta’s scale – integrating frontier research with industrial-scale infrastructure to power the world’s largest personalisation and recommendation systems for billions of users,” said Huang.

“Through deep co-design across CPUs, GPUs, networking and software, we are bringing the full Nvidia platform to Meta’s researchers and engineers as they build the foundation for the next AI frontier.”

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Meta founder and CEO Mark Zuckerberg added: “We’re excited to expand our partnership with Nvidia to build leading-edge clusters using their Vera Rubin platform to deliver personal superintelligence to everyone in the world.”

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

Jensen Huang, World Economic Forum Annual Meeting, 2026. Image: World Economic Forum/Flickr (CC BY-NC-SA 4.0)

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NYT Strands hints and answers for Sunday, February 22 (game #721)

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Looking for a different day?

A new NYT Strands puzzle appears at midnight each day for your time zone – which means that some people are always playing ‘today’s game’ while others are playing ‘yesterday’s’. If you’re looking for Saturday’s puzzle instead then click here: NYT Strands hints and answers for Saturday, February 21 (game #719).

Strands is the NYT’s latest word game after the likes of Wordle, Spelling Bee and Connections – and it’s great fun. It can be difficult, though, so read on for my Strands hints.

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Sam Altman would like remind you that humans use a lot of energy, too

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OpenAI CEO Sam Altman addressed concerns about AI’s environmental impact this week while speaking at an event hosted by The Indian Express.

For one thing, Altman — who was in India for a major AI summit — said concerns about AI’s water usage are “totally fake,” though he acknowledged it was a real issue when “we used to do evaporative cooling in data centers.”

“Now that we don’t do that, you see these things on the internet where, ‘Don’t use ChatGPT, it’s 17 gallons of water for each query’ or whatever,” Altman said. “This is completely untrue, totally insane, no connection to reality.”

He added that it’s “fair” to be concerned about “the energy consumption — not per query, but in total, because the world is now using so much AI.” In his view, this means the world needs to “move towards nuclear or wind and solar very quickly.”

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There’s no legal requirement for tech companies to disclose how much energy and water they use, so scientists have been trying to study it independently. Data centers have also been connected to rising electricity prices.

Citing a previous conversation with Bill Gates, the interviewer asked whether it’s accurate to say a single ChatGPT query currently uses the equivalent of 1.5 iPhone battery charges, to which Altman replied, “There’s no way it’s anything close to that much.”

Altman also complained that many discussions about ChatGPT’s energy usage are “unfair,” especially when they focus on “how much energy it takes to train an AI model, relative to how much it costs a human to do one inference query.”

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Boston, MA
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June 9, 2026

“But it also takes a lot of energy to train a human,” Altman said. “It takes like 20 years of life and all of the food you eat during that time before you get smart. And not only that, it took the very widespread evolution of the 100 billion people that have ever lived and learned not to get eaten by predators and learned how to figure out science and whatever, to produce you.”

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So in his view, the fair comparison is, “If you ask ChatGPT a question, how much energy does it take once its model is trained to answer that question versus a human? And probably, AI has already caught up on an energy efficiency basis, measured that way.”

You can watch the full interview below. The conversation about water and energy usage begins at around 26:35.

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Quieting Noisy Resistors | Hackaday

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[Hans Rosenberg] has a new video talking about a nasty side effect of using resistors: noise. If you watch the video below, you’ll learn that there are two sources of resistor noise: Johnson noise, which doesn’t depend on the construction of the resistor, and 1/f noise, which does vary depending on the material and construction of the resistor.

In simple terms, some resistors use materials that cause electron flow to take different paths through the resistor. That means that different parts of the signal experience slightly different resistance values. In simple applications, it won’t matter much, but in places where noise is an important factor, the 1/f or excess noise contributes more  to errors than the Johnson noise at low frequencies.

[Hans] doesn’t just talk the math. He also built a simple test rig that lets him measure the 1/f noise with some limitations. While you might pretend that all resistors are the same, the test shows that thick film resistors produce much more noise than other types.

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The video shows some rule-of-thumb lists indicating which resistors have better noise figures than others. Of course, resistors are only one source of noise in circuits. But they are so common that it is easy to forget they aren’t as perfect as we pretend in our schematics.

Want to learn more about noise? We can help. On the other hand, noise isn’t always a bad thing.

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