At A.I. Event, Trump Asks Meta, OpenAI and Microsoft to Make Safety Decisions Themselves

© Doug Mills/The New York Times

© Doug Mills/The New York Times
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October Prime Day is almost over, and you have until tonight to shop for some pretty great deals. I've searched Amazon for the best deals on tablets and vetted them with price tracking tools. While only one of the best tablets of 2026 made it onto the list below, all of these devices are worthwhile deals at their current prices.
iPads were one of the many tech products that went up in price dramatically in 2026 due to an ongoing RAM crisis, so it's nice to see this model get a discount, even if it's not that big. Right now, the iPad 11-inch with the A16 chip is $399 (originally $449). This is the 128 GB version, which is one of the most affordable iPads. It supports the Apple Pencil, is bright and colorful, and is considered the best tablet for most people.
Other iPad deals:
Apple iPad Air 11-inch (M2) $799 (originally $1,249)
Apple iPad Air 11-inch (M4) $649 (originally $749)
Renewed Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) $184.26 (originally 463.55)
Kindle Scribes are expensive—the 64GB can run for nearly half a grand—but you can get a "like-new" 64GB version for $319.99 right now. The 16GB version is $284.99, but the upgrade in storage is worth the $35 difference. It's unlikely you'll find a better deal on s like-new Scribe during this sale.
TCL started venturing into tablets in 2020, and their latest tablet, the NXTPAPER 14, came out this year. Right now, it's at its lowest price ever: $329.99 (originally $469.99). This tablet has a 14.3-inch matte screen with different viewing modes for reading, streaming video, and writing. While it's not the most portable due to the size, its design makes it versatile and perfect for people who want a tablet that can do a bit of everything.
Pocket readers seem to be gaining popularity lately, with more companies making new models of these hyper-small reading tablets. The Xteink X4 Classic is particularly small: At just four inches (about the size of a credit card), you can fit comfortably into almost any pocket. This is the second generation of the device, which came out in early September, and it's incredibly affordable: At $69.99 (originally $89), it's around half the price of the entry-level Kindle.
Right now, the Amazon Fire HD 10 tablet is more affordable than ever: It's currently 53% off, bringing its price down to a record low of $72.99. (Note that this deal is for the version of the device with lock-screen ads.) While this tablet won't win any awards for offering the latest and best specs, it's an incredible value for the price, and it can probably handle all the basic tasks you'd ask of a tablet.
Lenovo Idea Tab Pro Gen 2 Tablet + Pen & Folio Case $384.99 (originally $419.99)
Samsung Galaxy Tab S10 FE $384.99 (originally $549.99)
TCL TAB A1 Plus NXTPAPER Android Tablet $259.99 (originally $399.99)
Amazon Prime Day is an annual event held in June or July. Amazon's October Prime Day event, known as Prime Big Deal Days, is a two-day sale that starts Oct. 6 and ends on Oct. 7.
Since Prime Big Deal Days happens in the fall, you're likely to see more deals on gaming and indoor gym equipment. Amazon has already announced some of the 35 categories that will be on sale, including beauty, tech, kitchen, fashion, and home. Some brands Amazon has already mentioned are: Shark, Princess Polly, Soundcore by Anker, UGG, Nest New York, Sony, Tarte, Adidas, and Barefoot Dreams.
Prime Day happens every summer. Prime Big Deal Days (or October Prime Day) happens every October. Amazon's Big Spring Sale happens every spring.
Yes, there have been many tablets at record-low prices or matching their lowest price ever, according to our price tracking tools. Most of those are listed here in this roundup; others have come and gone. Prime Day is one of the best times to buy these types of high-tech devices.
The like-new Kindle Scribe and Fire HD 10 tablets are the best deals available right now. Both are great deals, but depending what you're looking for, one might work better for you.
Yes, and Amazon devices are where you'll find some of the best deals. Right now, for instance, the like-new Kindle Scribe is a great deal at $319.99.
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Amazon's October Prime Day sale is over, but some good deals on smartwatches are still live, from traditional smartwatches like those from Apple, Google, and Samsung, as well as fitness-focused watches from companies like Garmin. Here are the best sales still active right now.
The Series 12 is the newest watch in Apple's lineup, and it's one that I think is definitely worth the upgrade. It's been on the market less than a month, but it's already on sale for $50 off its original price. The GPS-only model starts at $349.99 (normally $399) and the cellular model at $449.99 (normally $499). This is the watch with the new heart rate sensor, which I found to be very accurate, on par with the best Garmins. It also has step counts and recovery HRV, features that will unfortunately not be coming to the Series 11 or earlier.
Apple Watch SE 3 is still at $199 today for GPS-only models; the cellular models seem to no longer be on sale. The SE is the budget version of the Apple Watch, and these watches normally go for $249 and $299, respectively. The current sale price is the lowest I've ever seen it.
It's hard to beat an Apple Watch as a combination smartwatch and fitness tracker. You can read more about how they hold their own against Fitbits and Oura rings, or see which are our favorite models for 2026. If you're looking for an Ultra, try the Apple Watch Ultra 3 for $699.97 (down from $899.99).
Samsung's Galaxy Watches tend to be strong in fitness features and are a great companion to a Samsung phone. I'm seeing the 2024 Samsung Galaxy Watch 7, 40 mm, Bluetooth only, for $159.99 (down from $249.99). But what's even better are the deals on the Samsung Galaxy Watch 8, starting at $219.99 (originally $299.99), and the Samsung Galaxy Watch 8 Classic, LTE, 46 mm, $399.99 (down from $549.99).
Google's Pixel watches are good at fitness tracking and everyday smartwatch use, and I loved the ultra-fast charging when I tested a previous version. If you'd like to pick up the newest edition, the Pixel Watch 5, the wifi-only model starts at $349.99 today, down from $399.99. The cellular model is $429.99, down from $499.99.
Yes, we’ve done the math, and it’s worth it for most people.
Prime Day happens every summer. Prime Big Deal Days (or October Prime Day) happens every October. Big Spring Sale happens every spring.
No. Prime Day is a legitimate online sale from arguably the biggest and most reputable online retailer in the world.
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Meta’s Muse agent was born to shop, while Gemini’s Spark can help you book airline tickets or plan your weekly meals. But while Muse and Spark act like personal assistants, OpenAI’s new AI agents are designed to be, well, another “you” in the office.
Dots, which OpenAI boss Sam Altman just unveiled at the company’s annual developers conference, are always-on AI assistants that — as with Muse — you can name, assign cute little avatars to, and chat with in the ChatGPT interface, via text, or even on the phone.
But OpenAI is also positioning its Dots as your “delegates” and “extensions” in the office, where they can take on work duties you’ve assigned to them, as well as collaborate with colleagues (and their Dots) on Slack, Microsoft Teams, or in the new ChatGPT Spaces environment.

OpenAI’s Dots are workplace agents you can collaborate with via ChatGPT Spaces, Microsoft Teams, or Slack (pictured).
Ben Patterson/Foundry
Powered by GPT-6 Astra (OpenAI’s “most aligned model,” Altman promised), Dots require a $100-a-month ChatGPT Pro plan or better, and can take on complex work and coding tasks, performing them locally or in the cloud before eventually coming back to report the results. Each eligible ChatGPT account comes with one Dot included, and users will eventually be able to take charge of multiple Dots.
During the presentation, Altman was careful to emphasize that Dots let you “stay in control” thanks to Astra’s “built-in protections and safeguards,” while users are free to set custom instructions and boundaries for the assistants.
“So this allows you to trust your Dot with as much responsibility as you’re comfortable with,” Altman said.
Of course, OpenAI’s Dots debut comes amid mounting anxiety over the rapid growth of AI, with the biggest AI players calling for government regulation and “pacing” of frontier model development, while more and more AI whistleblowers are warning that AI could, quite literally, kill us all with the next decade.
Just yesterday, OpenAI released a statement apologizing for an incident where its models hacked into Australian government websites, while another statement detailed new guidelines to bolster AI safety.
But OpenAI’s peppy, Apple-style keynote belied the gravity of the moment, with Altman trotting out one agentic AI announcement after another, including GPT-6.1 Sol, a new GPT model designed to deliver Astra-level performance at a fraction of the cost.
Also new is a ChatGPT Pro 500 plan, which at $500 a month becomes the priciest of OpenAI’s consumer ChatGPT individual plans. Aside from expanded usage limits, the Pro 500 plan also includes an Ultrafast mode, which boasts eight times the speed of standard mode at a whopping six times the price.
Another subscription change involves the $200-a-month Pro plan, which has been re-opened to new subscribers while having its usage allowance cut roughly in half “to reflect our increasingly efficient models,” according to OpenAI. Pro 200 users (who will get to keep their current usage rates “for a bit”) are, quite naturally, already howling in protest.
Then there’s Codex Security Cloud, a cloud-based that’s continuously scanning for vulnerabilities while spinning up security fixes, and OpenAI Private Intelligence, which sounds like OpenAI’s version of Apple’s Private Cloud Compute.
I plan on testing OpenAI’s Dots once I scrounge up the cash for upgrading my Dot-less ChatGPT Plus account, so stay tuned.
Updated to add details about changes to OpenAI’s Pro 200 subscription plan.

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©

© Heather Diehl

© Heather Diehl

© Jared Perlo

© Heather Diehl
President Trump met with AI CEOs at the White House on Tuesday and promoted a new government AI tool even as concerns about the technology's risks grow.
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Amazon's October Prime Day event may officially be over, but I'm still keeping an eye on all the best discounts for major brands like Peloton, PowerBlocks, Therabody, and more. Below are my favorite fitness deals that are still active even after Amazon's Prime Big Deal Days sale has ended.
The NordicTrack T Series is a foldable treadmill, normally $799, currently on sale for $616. For cardio, your options get trickier in an apartment setting or a home without a ton of extra space, but foldable equipment like this is a nice solution.
This Sunny Health treadmill is $699.99, normally $899.99. This treadmill comes fully assembled, goes up to 10 mph and a 15% incline, and folds up for storage.
This YOSUDA PRO magnetic exercise bike is $289.99, normally $329.99. With magnetic resistance, you can count on the bike to be quiet enough for a home gym setup.
This Chaoke walking pad is on sale for $149.99, down from $229.99. Designed to fit under your desk and be easy to store, this walking pad still gets up to a decent 9% incline at speeds up to 6.2 miles per hour.
Bowflex Results Series 552 dumbbells are $328.99 for a pair, normally $429.99. These can adjust from 5 to 52 pounds.
These UNNMIIY adjustable dumbbells are $169.99 for the 90-pound set, normally $259.99. These can adjust from 2 to 45 pounds per dumbbell, and they have a 5-in-1 design so you can use them as dumbbells, barbells, kettlebells, and even push-up stands.
These FEIERDUN adjustable dumbbells are $269.99 for the 110-pound set, normally $349.99. These have my favorite type of adjustment mechanism: a one-hand rotating dial.
This BowFlex SelectTech 840 Adjustable Kettlebell is $127.49, normally $149.99. With the turn of a dial, you can easily adjust from 8 to 40 pounds.
This cast-iron adjustable kettlebell is $47.99, normally $59.99. This kettlebell starts with a 15-pound weighted handle with four non-weighted removable spacer disks, a five-pound bottom plate, and a center pin to support additional weight plates up to 50 pounds.
These resistance bands are $37.97, normally $49.95. A solid pair of resistance bands like these is the perfect addition to home gyms, travel workouts, or hotel rooms.
This 12-pound weighted vest from Zelus is $27.89, normally $49.99. Other weights are available for various prices, most discounted.
This 3-in-1 Plyo Jumping Exercise Box is $59.97, normally $69.99. Two sizes are available: 24 x 16 x 20 inches and 30 x 20 x 24 inches.
The Therabody Prime 6th Gen Deep Tissue Massage Gun is $199.99, normally $329.99. As a marathon runner, it's no hyperbole to say that massage guns utterly transformed my post-workout routine, and TheraBody is a brand name I swear by.
Amazon Prime Day is an annual event held in June or July. Amazon's October Prime Day event, known as Prime Big Deal Days, is a two-day sale that starts Oct. 6 and ends on Oct. 7.
Since Prime Big Deal Days happens in the fall, you're likely to see more deals on gaming and indoor gym equipment. Amazon has already announced some of the 35 categories that will be on sale, including beauty, tech, kitchen, fashion, and home. Some brands Amazon has already mentioned are: Shark, Princess Polly, Soundcore by Anker, UGG, Nest New York, Sony, Tarte, Adidas, and Barefoot Dreams.
Prime Day happens every summer. Prime Big Deal Days (or October Prime Day) happens every October. Amazon's Big Spring Sale happens every spring.
Yes, we’ve done the math, and it’s worth it for most people.
We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication.
October Prime Day is almost over, and it's a great time to pull the trigger on a pair of headphones, with many big brands already discounting their flagship models to all-time lows. I've gathered the best deals on some of the biggest brands currently available on Amazon right now. If you see a pair that speaks to you, these sales are a good deal.
The Ultra Open Earbuds are Bose's attempt at riding the trending tech wave of open earbuds that allow you to hear your surroundings, rather than canceling them, and they're a pretty good option at that, earning an 8/10 from my colleagues at CNET. And at their current price of $199.99 (originally $299.99), they are also something of a steal.
Not everyone needs or can spend nearly half a grand on the latest Sony headphones. If you are looking for a bargain on a budget, then perhaps the more affordable Sony WH-CH720N are for you. While they're not quite as premium, they're significantly cheaper and offer good enough quality for most people. You can get them for $98 (originally $179.99) on Amazon right now.
If you don't need the latest XM6 headphones and are good with the older XM5 version—which are still incredible headphones—a refurbished pair is $135.99 on Amazon. A new pair will run you $298, which is still a pretty good deal compared to the $399.99 launch price.
The Beats Fit Pro (1st Gen) earbuds aren’t the newest exercise earbuds on the market (or even on the Beats line—that would be the Powerbeats Pro 2), but they’re a classic option with ANC and a comfortable fit, making them a sportier version of AirPods Pro, with a slight edge when it comes to battery life. You can get a pair in white or pink for $118.69 (originally $199.95), the lowest price ever.
If you value comfort, user-friendliness, and great ANC without breaking the bank, the Bose QuietComfort Earbuds are your best option. And right now, they are $50 off, bringing them down to $129 (originally $179). I really like the Bose app, and as much as I like the idea of being able to fine-tune every detail of my audio, something keeps pulling me toward the simplicity and user-friendliness of the app, despite having so many options at my disposal as a tech reviewer. These earbuds are rated IPX4 for water resistance, have 8.5 hours of battery life, and have multipoint connection.
Sony WH-1000XM5 headphones: $198 (originally $399)
Sony WF-1000XM5 earbuds: $198 (originally $329)
Sony WH-CH720N headphones: $88 (originally $178)
Refurbished Sony WH-1000XM6 headphones: $317.60 (originally $458)
Sony WH-1000XM6 headphones: $378 (originally $459.99)
Sony 1000X THE COLLEXION headphones: $598 (originally $649.99)
Soundcore by Anker P20i True Wireless Earbuds: $18.99 (originally $39.99)
Soundcore P40i by Anker Noise Cancelling Earbuds: $41.99 (originally $59.99)
Anker Soundcore Liberty 4 Noise Cancelling Earbuds: $66.49 (originally $99.99)
Soundcore AeroClip by Anker Open Ear Earbuds: $94.99 (originally $169.99)
Anker Soundcore Sleep A30 Special Earbuds: $159.99 (originally $229.99)
Apple AirPods Pro 3 Noise Cancelling: $179.00 (originally $249.00)
Sonos Ace Wireless Noise Cancellation Over-Ear $239.00 ($349.00)
Bose 2nd Gen QuietComfort Ultra $369.00 ($449.00)
October Prime Day is a two-day event that starts Oct. 6.
October Prime Day ends on Oct. 8 at 3:00 a.m. ET. It’s a two-day online sale.
Prime Day happens every summer. Prime Big Deal Days (or October Prime Day) happens every October. Big Spring Sale happens every spring.
Yes, many headphones are reaching record lows or matching them. Buying headphones during Prime Day is one of the best times in the year to do so, with many brands going on sale.
The best deal will depend on what you're looking for; however, Bose and Sony seem to have great deals on both headphones and earbuds.
Yes! Right now, the AirPods Pro 3 are down to $179. This is just $10 shy of their lowest price ever.
We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication.
As October Prime Day 2026 is in full swing, Amazon has cut prices across its entire Fire TV Soundbar lineup, which covers everything from a basic two-channel bar meant to replace your TV's built-in speakers to a full 5.1 setup with a wireless subwoofer and rear surrounds. For more on the sale, you can check out our Prime Day deals page for coverage of this year’s event.
Amazon Fire TV Soundbar is $79.99 (was $119.99), making it the least expensive option in the lineup for anyone who wants a step up from TV speakers for everyday viewing—it's a 24-inch, two-channel bar that supports DTS Virtual:X and Dolby Audio, though it doesn’t have Dolby Atmos or a separate subwoofer. Despite its name, it's an audio-only soundbar and requires a Fire TV streaming stick for you to get any of the Fire TV experience. For more on this soundbar, read PCMag’s review here.
Amazon Fire TV Soundbar Plus is down to $139.99 from $249.99, and the extra money over the base model gets you a dedicated center channel that helps make dialogue easier to follow, along with a built-in subwoofer, Dolby Atmos, and DTS:X support. That said, it doesn’t have up-firing drivers, so the Atmos effect stays largely horizontal, but the center channel does real work on mumbled dialogue in prestige dramas. As with the base model, this one also handles audio only and needs a Fire TV device for any of the streaming features. This PCMag review has more detail on how it performs.
Amazon Fire TV Soundbar with Alexa Voice Remote Pro is $139.98 (was $154.98). This pairs the entry-level bar with the upgraded remote, which adds backlit buttons, two customizable shortcuts you can set for favorite apps or Alexa commands, and a remote finder (for when it inevitably disappears into the couch). If you don’t specifically want the remote, though, the Soundbar Plus is a more capable soundbar for just $5 more.
Amazon Fire TV Soundbar Plus with Subwoofer is $234.99, down from $374.99. This configuration takes the same 3.1-channel bar and pairs it with a separate wireless subwoofer, which gives bass-heavy scenes and film scores considerably more weight than the bar's built-in woofer can manage on its own—and at $95 more than the discounted Soundbar Plus, this is the option I'd consider if fuller bass is a priority. Keep in mind that it doesn't add rear speakers, so you're still working with a 3.1 setup and sound that stays in front of you.
Amazon Fire TV Soundbar Plus with Subwoofer and Surround Sound Speakers is $379.99, down from $489.99. This is the complete 5.1 package, adding two rear speakers to the 3.1 bar and wireless subwoofer, so action scenes and other surround effects come from behind you, rather than only from the direction of the TV—but it costs $150 more than the discounted soundbar and subwoofer bundle, so it’s worth considering how much you want that surround-sound effect. Also, while the rear speakers connect to the soundbar wirelessly, each still needs a power outlet.
October Prime Day is the fall version of Prime Day, which is the biggest sale Amazon hosts during the spring, summer, and fall. You can find deals on many categories during the sale, including tech, tools, appliances, apparel, and more.
October Prime Day is a two-day event that starts Oct. 6 and ends on Oct. 7.
October Prime Day starts Tuesday, October 6, 2026, at 12:00 a.m. PT / 3:00 a.m. ET.
We may earn a commission from links on this page. Deal pricing and availability subject to change after time of publication.
October Prime Day 2026 is here, and one of my favorite deals is this refurbished Kindle Scribe—the 64GB model is down to $319.99 right now, and since a brand-new unit costs $449.99, the savings are significant, especially given Amazon recently hiked its price for Kindles. The smaller configurations are discounted too, so if 64GB is more than you need, the 32GB version is $299.99 (down from $377.99) and the 16GB version is $284.99 (down from $359.99)—with only a $15 difference between them, I’d go with the 32GB model for twice the storage. As for its “like-new” status, it means Amazon has cleaned, inspected, and cleared the device to function like a new unit, just without the shrink wrap.
If you're not a Kindle person and are considering alternatives, you might want to check out this roundup of the best e-readers that aren't a Kindle, by our deputy editor Joel Cunningham. For a fuller picture of what else is discounted, our Prime Day deals coverage rounds up the standout promotions from this year's sale.
This is the Scribe with the Premium Pen bundled in, and paired with its 10.2-inch E Ink screen, it offers a nice balance of size and sharpness, with 300 ppi, and an adjustable cool- to warm-toned front light, which helps during long reading sessions. But even with that crisp display, it’s still grayscale, and the lack of color does feel limiting when compared to competitors. The software has gotten better, though—note-taking now includes direct annotation on books via something called Active Canvas. Just don’t expect the fluidity of an iPad or Supernote. Also, according to this PCMag review, things like drawing arrows or circling aren’t supported, and even Amazon’s AI features (like cleaning up your notes or summarizing) feel a little half-baked, considering the Scribe’s price point.
That said, for pure reading, the Scribe still holds up. It’s light, looks good with its aluminum frame, has ample storage, and offers a battery that can last over two months with basic use. If you’re writing or sketching regularly, that drops to around three weeks—but even then, it’s more than respectable. You do need your own USB-C charging brick, though. And unless you like slippery backs, a case is basically required. Still, at $85 off, this version makes more sense than it ever did at launch.
October Prime Day is Oct. 6 and runs through Oct. 7. It happens every year during October.
No. Prime Day is a legitimate online sale from arguably the biggest and most reputable online retailer in the world.
This 2026 October Prime Day, you won’t likely see new Kindles on sale as in previous years. Kindles have gone up in price recently, but there are other non-Kindle e-readers that will be on sale.

© Manuel Orbegozo for The New York Times

© Finbarr O'Reilly for The New York Times

© Alessandro Penso for The New York Times
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By now, the importance of backing up your Windows PC or laptop goes without saying. It only takes a moment to consider how much of your data is at potential risk of a drive failure, natural disaster, or a bad actor, if you don’t have a solid backup plan in place. The best Windows backup software includes file backup, sure, but also disk imaging and full image restore, as well as disaster recovery.
Our picks for best Windows backup software are selected with all the must-haves of data backup and recovery in mind, so in the tragic event that your primary local data repository is compromised, you’re fully covered.
Sadly, while other operating systems make backup easy, Microsoft saddles users with a patchwork system of utilities and holdover imaging tools from Windows 7.
Some of these work well (Restore Points, File History), others don’t (System Repair Disc, Recovery Drive). None are suitable for quick and easy disaster recovery — even the online backup that is available when you use Windows with a Microsoft cloud account.
Thankfully, there are a number of highly capable and far more reliable third-party backup options for Windows that cover the panoply of backup, restore, migration, and disaster recovery.
Why you should trust PCWorld for backup software reviews and buying advice: It’s in our name — PCWorld. Our reviewers have been testing PC hardware, software, and services for decades. Our backup evaluations are thorough and rigorous, testing the promises and limitations of every product — from performance to the practicalities of regular use.
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Backup software powered by AI – EaseUS Todo Backup
EaseUS Todo Backup covers everything you need for backups. With AI smart backup, automate your backup tasks on schedule, run to make copies, do realtime protections, and restore everything instantly. No extra effort is required. Also, get 250GB cloud storage for free.
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EaseUS Todo Backup 2026 (home) has matured into an outstandingly versatile and comprehensive backup solution. With a still-affordable perpetual license, it also costs less than some of the now subscription-only competition such as Acronis True Image and Macrium Reflect X.
The paid tier of EaseUS is the best all-round home-PC choice for anyone who wants comprehensive backup and recovery with a straightforward “buy once, use forever” license
Imaging, disaster recovery, plain or compressed file/folder backup, sync, real-time (actually continuous) backup, and nearly every bell and whistle in the backup space are accounted for by Todo Backup.
In addition to its comprehensive and reliable set of features, Todo Backup greets you with a pleasingly-rendered, animated interface and a supremely logical layout.
The fact that it doesn’t force you into a subscription model is also a big plus in its favor. That said, if you want to use EaseUS’s cloud storage (third-party isn’t supported directly), you do need to opt for a yearly plan. Fortunately, it’s decently affordable: software plus 1TB of cloud storage for $60/yr.
Read our full Easeus ToDo Backup 2026 review

True Image is a great option for anyone who wants seasoned and reliable file and image backup as well as full-fledged protection from malware (including ransomware).
True Image is for users who are amenable to a subscription-only plan, the benefits of which are the iterative and ongoing update potential as well as the inclusion of cloud storage.
Acronis established itself as a trustworthy stalwart in backup software years ago. In meantime the program’s moniker morphed for a while to Cyber Protect Home Office (which is actually more descriptive), but is now back again to the more recognizable True Image.
Throughout the changes, the program remained super-reliable, and gradually evolved into a versatile, flexible, backup and malware protection solution. While True Image doesn’t offer support for third-party cloud storage, only its own, the program does allow you to back up to and from network locations.
As I noted in my review, “If you’re looking for a comprehensive, set-it-and-forget-it data-safety solution, I know of nothing better — or comparable for that matter.” This does however, result in a rather heavy system footprint with multiple background processes running.
Alas, for better (the comany’s) or worse (yours), True Image is now subscription-only. I recommend bumping up from the Essentials plan to the Advanced plan, which includes 250GB of storage (with the purchase link in this article, it’s only $24.99 per year, down from $72.99).
Read our full Acronis True Image review

Anyone who wants friendly, easy to use backup and reliable disaster recovery in one package should take a look at Easeus Todo Backup Free. The only cost to a startlingly capable suite is a couple of ads and nags.
To clarify the distinction between our paid and free picks, the free version of Easeus Todo Backup includes imaging, file/folder backup, scheduling, and boot media. Cloud storage and deeper advanced features require you to step up to the paid tier.
Easeus Todo Backup Free covers all the backup basics: File/folder backup (compressed and plain), one-way sync, system/drive/partition imaging, and all with scheduling. But there are extras you might not expect from a freebie such as backup from network locations, and what EaseUS calls real-time backup (it’s actually continuous — close enough). That’s unique for a freebie.
Todo Backup 2025 also sports the easiest, most attractive (in our estimation) interface on the market. That alone should recommend it to most users. But the fact that it just works (there are a couple of odd, non-fatal peccadilloes in the file sync), and comes with reliable disaster recovery and boot media seals the deal.
There’s a professional version that adds numerous advanced features, as well as EaseUS’s own cloud storage. See the entry above.

Home, small, and other businesses who are looking for backup software more powerful than the norm, that also scales nicely in networked ecosystems will do well with this solid, feature-laden, and very fast backup program.
Besides Arcserve’s support for SMB / mixed Windows-Linux environment, it’s heavy on features that are overkill for most home users, but great for the more robust needs of business users.
Arcserve ShadowProtect SPX is loaded with pro- and enterprise-level features including support for third-party virtual hard drives (VHDs, etc.). It is also an excellent choice for Linux users or those in mixed Windows/Linux environments as it’s available for both operating systems.
ShadowProtect SPX is a bit pricey, but it’s extremely reliable backup software with foolproof continuous data protection. Note that the company no longer targets the average user, but I found that it works exceptionally well even on a single computer.
Read our full Arcserve ShadowProtect SPX Desktop review
Note that in this article we focus on local-software based solutions, although many also include a cloud component. For cloud-first backup, see our roundup of the best online backup services. Admittedly, the distinction between the two categories is blurring as they each expand their feature sets.
Our reviewers run each program through the various types of backups and restores it’s capable of — including those requiring boot media. This is largely to gauge reliability and hardware compatibility. We check speed, but such is highly reliant upon the connections and media involved.
If we notice anything is particularly fast or slow, we’ll tell you about it, but creating a functional backup is paramount.
To learn more details, see our article on how PCWorld tests backup software.
Having started computing by flipping switches, Jon Jacobi has witnessed storage morph from punch cards and tape to solid state. He’s been using and testing HDDs, SATA SSDs, and NVMe SSDs for PCWorld for well over two decades. To paraphrase a well-known commercial, you might say he’s seen a thing or two.
If you recently purchased an external HDD or SSD from a major vendor such as Seagate or WD, check to see if there are backup utilities or a backup software license included. Whatever backup software you use, keep in mind the following key aspects of the best solutions: file backup for documents/photos, image backup for whole-PC rollback, boot media for dead-drive recovery, versioning for accidental overwrite protection, and know which are critical to your backup plan.
If you want to back up your essential data (operating systems and programs can be reinstalled, though it’s mildly time- and effort-consuming), a program that backs up only your important files is essential. Some programs even automatically select the appropriate files or folders. File backup can include operating system files if you wish but is still not suitable for disaster recovery.
Images are byte-for-byte snapshots of your entire hard drive (normally not including empty sectors) or partitions, and can be used to restore the operating system, drivers, programs in one swift, fell swoop. Imaging also ensures that you don’t omit anything important as can happen with file backup.
Should your system crash completely, you need alternate means to boot your system and restore data using your backup software. Any backup program worth its salt should be able to create a bootable optical disc or USB thumb drive. Some will also create a restore partition on your hard drive, which can be used if the issue isn’t a failed drive.
Note that we’ve run into multiple issues with Microsoft’s own Recovery Drive and System repair disc — don’t rely on those.
If you’re going to back up effectively, you need to do so on a regular basis. Any backup program you purchase should let you schedule backups and run them in the background. Some even will backup files as they change (real time) or at very short intervals (continuous)
Versioning is simply retaining older version of files (or backups) rather than overwriting them during the backup/sync process. You can generally define how many versions to keep, but if you choose to cull older files, this is till not true backup which again, is an immutable copy of your data, drives, or system.
Every backup program supports hard drives, but as obsolete as they may seem, DVDs and Blu-Ray discs are great archive media. If you’re worried about optical media’s reliability, M-Disc claims its discs are reliable for a thousand years, backed up by Department of Defense testing.
An offsite copy of your data is a hedge against physical disasters such as theft, flood, fire, and power surges. Online storage services are a great way to meet that need. Some backup software will let you back up to Dropbox, Google Drive, OneDrive, Amazon S3 and compatible, etc. however Cloud Managers can serve as a workaround with backup programs that don’t. The downside to cloud storage is relatively slow performance. Keep a local backup for faster restores.
Backing up to other computers or NAS boxes on your network or in remote locations (say your parent’s or children’s house) is another way of safeguarding your data via a physically remote copy. If you use network storage, it can also be handy to back them up to you local system.
FTP/SFTP can be used for offsite, while SMB (Windows and most OS’s) and AFP (Apple) are good for other PCs or NAS on your local network. Network support is not universal, and some backup programs allow you to back up to, but not from network shares. Just be careful in the way you expose your computers on the Internet.
Real-time backup means that files are backed up whenever they change, usually upon creation or save. It’s handy for keeping an immediately available backup of rapidly changing data sets. For less volatile data sets, scheduled backups will do just fine.
Continuous simply means backing up on a tight schedule, generally every few minutes, rather than in real time, daily, weekly, or monthly. Use continuous backup for rapidly changing data sets where transfer rates are too slow, or computing power too precious for real-time backup.
Most backups proceed in the background or during dead time, so performance isn’t a huge issue in the consumer space. However, if you’re backing up multiple machines, backing up to multiple destinations, or dealing with very large data sets, speed will be a consideration. That said, backup speed is highly dependent upon the hardware and transport technology in use.
Further reading: Check out PCWorld’s roundup of best external drives for recommendations on reliable storage options — an important component in a comprehensive backup strategy.
The best Windows backup software is Easeus Todo Backup 2025. It has everything PCWorld expects to see in a top product: A polished interface, intuitive functionality, a comprehensive approach to backing up data including imaging, file backup, sync, and disaster recovery. And most important, it’s reliable! Todo Backup also offers the option of a perpetual license or a subscription model, the latter of which can be augmented with affordable cloud storage.
It turns out that PCWorld’s favorite for-pay backup software, Easeus Todo Backup 2025, also offers a surprisingly robust free version. It matches its paid counterpart in basics such as imaging, file backup, sync, and, most especially — disaster recovery. It also features the same eminently user-friendly interface. As with most backup freeware, you will be nagged to upgrade, and Easeus’s optional cloud storage, which is surprisingly affordable, is only available at the subscription tier.
Backup software typically runs in the background or during dead time, so given even moderately modern hardware, you shouldn’t notice any decrease in performance. Most programs let you throttle the backup process if you do notice a slowdown.
Yes, by default, Backup and Restore (Windows 7) saves everything on your system disk (all the partitions, including hidden ones) in what’s known as an image file that would be suitable for disaster recovery if Windows Recovery Drive and Rescue disk were reliable. News bulletin — they aren’t.
Hence, we only recommend this program for creating highly compatible VHD/VHDX images of your data drives and partitions which can be mounted as virtual drives and browsed using nothing but Windows Explorer.
Google Drive, Dropbox, and OneDrive are what’s known as cloud storage, or online storage. They create a local virtual drive that you can drag files to, and which is eventually synced to the cloud as time allows. They also provide a Web portal where you can manage your files remotely.
However, by default these services sync changes in the data across all devices. True backups should be immutable snapshots that may be added to but not changed. Some services offer versioning (keeping older files, and adding new ones), which creates a close approximation to backup.
Cloud backup services (distinct from those mentioned above) offer many, though not all, of the benefits of Windows backup software. This is generally done with local client software that offers just basic functions like file backup and sync. You can learn more about these in our roundup of best cloud backup services.
Ideally, as often as your data changes. If you are working on an important project or have work that you absolutely cannot afford to lose, you should consider real time (as data changes) or continuous (very short intervals). Hourly, daily, or longer intervals will be fine for the average user. All file backups should be augmented by weekly or monthly system backups.
Until a few years ago, most Windows backup software was restricted to making local backups — i.e., to another drive, external or internal, connected to your system. There were of course services such as Mozy that had their own backup clients, but that’s covered in our online backup roundup. Here we’re talking just plain backup programs.
The situation is improving rapidly, and many backup software vendors are adding online storage services as destinations for their backups.
If your favorite backup program doesn’t support cloud storage directly, a cloud storage manager that integrates online storage services into File Explorer can make online backup possible with just about any backup app.
A full backup is a backup of all your data, regardless of how new or old it is. A differential backup is all the data that’s changed since your last full backup. An incremental backup is all the data that’s changed since any your original full and/or the last differential/incremental backup. Differential and incremental backups require a initial full backup to be restored.
Differential backups require more time to create than incremental backups, but are quicker to restore since you only need the latest iteration. Differential backups can grow to be quite large if you don’t perform full backups very often.
Incremental backups take less time to produce and are smaller, but take longer to restore as all of them created since the last full backup must be restored in the order in which they were created.
An image is low-level backup of all the sectors (including “empty” sectors if you wish) contained by a disk or partition, regardless of their pertinence to your files. It’s basically fool-proof in terms of accidentally overlooking important data.
A system backup is an disk image backup of all the partitions on your system drive. This includes several that are hidden, i.e., not enumerated as drive letters by the operating system. A system backup might also include other drives, but must contain the OS drive.
A file backup is a high-level backup of data read via the operating system’s file system. Most often this is data, but may include all the files on a drive.
In truth, it’s only your essential personal data that must absolutely, positively, 100% be backed up. Once the family pictures or your work-in-progress are trashed with no backup, there’s no way back other than an expensive recovery service, and even that’s not guaranteed if the physical media is unreadable.
On the other hand, a system backup is exceedingly handy for getting you back up to speed with minimal hassle. It returns your system to exactly where you were at the time of the backup: OS, program, updates, upgrades, settings, data are all back in a relative blink of the eye.
But it’s not essential. While reinstalling operating systems, drivers, and programs, as well as adjusting settings require more effort, you can then recover your data if that’s all you backed up. See the first paragraph.

The latest version of Claude Sonnet—Anthropic’s workhorse AI model—has just landed, and with it comes a prompt that could help keep any AI agent from leaping into action before making a plan first.
Available now on the web, the Claude desktop app, and other Claude platforms, Claude Sonnet 5.5 is Anthropic’s middle-of-the-road model, It’s a step below Opus 5.5 but apparently just as capable as Fable 5.1 (Anthropic’s pricey frontier flagship) and a step above Haiku 5 (a fast but basic Claude model that’s due for a 5.5 upgrade).
In Anthropic’s benchmarks, Sonnet 5.5 achieves scores rivaling Opus 5.5 in areas such as agentic coding and computer use, although the latest Opus model is still on top in terms of “complex, open-ended work requiring sustained judgement,” Anthropic notes. Still, Sonnet 5.5 appears surprisingly powerful and affordable compared to Claude Opus, and it also has the distinction of being the default Claude model for free users.
In any event, with a new Claude model comes a new prompting guide, and the guide for the latest Sonnet contains a gem that could come in handy for other AI models, particularly those capable of building things.
The prompt concerns “open-ended” requests, including those that don’t strictly define boundaries for what the AI should and shouldn’t do. An example provided by Anthropic is “show me what you can do with this,” with “this” being anything from an Excel spreadsheet to a code snippet.
Like ChatGPT and Gemini, Claude can spontaneously start building charts, reports, videos, and other “artifacts” on the fly depending on your request, and an open-ended request could spawn an artifact you didn’t explicitly ask for. Needless to say, those artifacts will eat into your Claude usage limits—not great when you didn’t want them to begin with.
In my tests, Sonnet 5.5 was pretty good about keeping its replies text-only when I handed it an Excel spreadsheet of made-up operating costs and asked “show me what you can do with this,” but in at least one instance it did spin up a chart on its own.
I’ve previously written about prompts designed to keep AI models from jumping the gun, including one that directs an AI to stay in “pencil-and-paper” mode. But in Claude Sonnet 5.5’s prompting guide, Anthropic shares a new prompt for dialing down preemptive building:
When the user asks for ideas, options, or a plan, give them that and stop. Don’t start building or changing anything until they say to go ahead.
You can use that prompt (or something similar) at the beginning of any AI chat, but it’ll be most effective as part of the AI’s custom instructions, or in the case of Claude Code as part of your CLAUDE.md file.
Even if you don’t use this particular Anthropic prompt, it’s a good reminder to be specific when asking an AI assistant or coding agent to do something—or not to do something, as it were.

©
Read more of this story at Slashdot.
A viral social media post claims Windows 11 stores a preview of every photo ever deleted. The controversy centers around a well-known Windows feature called the thumbnail cache, which can still contain image thumbnails long after their original files have been deleted.
The discussion was sparked by user @Ayzacoder, which has been viewed millions of times over the last few days. However, the claim is only partially correct—while Windows 11 can store thumbnails of deleted images, not every image will automatically end up in this cache.
Windows keeps a thumbnail of every photo you've ever deleted.
— Ayzaa (@Ayzacoder) September 26, 2026
It sits in a file called thumbcache_256.db, and forensic examiners pull it routinely. There are 15 more stores like it.
Here's how to find them and wipe them:
Windows 11 creates thumbnails for photos, videos, and some document types so that they can be displayed more quickly in File Explorer. Instead of recreating the preview every time it’s needed, the operating system stores it temporarily in a local database.
This data is stored in the user profile at %LocalAppData%\Microsoft\Windows\Explorer. There you’ll find files with names such as thumbcache_32.db, thumbcache_96.db, thumbcache_256.db, or thumbcache_1024.db. These are individual thumbnail databases containing preview images in different sizes.
This thumbnail cache system has been in place since Windows Vista. Previously, Microsoft used the familiar Thumbs.db files convention, which were stored in individual folders.
The claim that’s circulating social media right now gives the impression that Windows 11 automatically archives a preview of all deleted images. However, there’s no evidence to support this.
For example, a test conducted by Windows Latest showed that several images that were downloaded and later deleted didn’t appear in the thumbnail cache. The database files weren’t altered at all.
The reason? A thumbnail preview is normally only saved when File Explorer (or another application) generates a thumbnail as part of the file preview process. If an image is never actually displayed as a preview anywhere, it won’t have made a thumbnail to end up in the cache.
The thumbnail cache is stored separately from the original image files. That means when an original photo is deleted, Windows 11 doesn’t automatically remove the corresponding thumbnail.
As a result, small image previews may still be present even though the original file itself has long since been deleted from the PC.
The thumbnail cache has been of interest to IT forensic experts for years. Using specialized tools, stored thumbnails can be extracted from these databases even after the original files have already been deleted.
This doesn’t automatically pose a security risk for home users. However, it does show that “file deleted” doesn’t necessarily mean that all associated information is completely wiped from the system.
Should you worry? That depends. Since these are thumbnails, they aren’t complete copies of the original images but rather reduced-size previews. A lot of the original detail will be lost, and whether the thumbnail remains recognizable will depend on the size and subject of the image.
If you want to remove existing thumbnails from your Windows 11 PC, you can do so using the built-in thumbnail cleaner:
Windows 11 will then remove the stored thumbnails. The cache will be rebuilt as required whenever you browse folders later.
In Windows 11 Pro, Enterprise, and Education, you can also permanently disable thumbnail caching. To do this, open the Group Policy Editor (gpedit.msc) and navigate to User Configuration → Administrative Templates → Windows Components → File Explorer. There you will find the policy called “Disable thumbnail caching.” Microsoft recommends enabling this setting on public computers, shared computers, or any computer where security is a key concern.
Users of Windows 11 Home can instead enable the option “Always show icons instead of thumbnails” in File Explorer. This means that image previews will no longer be displayed and, consequently, no new thumbnail previews will be created.

Microsoft is expected to release the next major fall update for Windows 11 in a few days. But when exactly? We have a guess.
Windows Latest analyzed when Microsoft released the last few fall updates for Windows 11 over the last few years and found that next Tuesday—October 6th, 2026—is the most likely date.
According to the analysis, Windows 11 versions 21H2, 22H2, 23H2, 24H2, and 25H2 were all released on a Tuesday. In three cases, that Tuesday fell in October; in two cases, it fell in September. Only one of those October days fell at the end of the month; all other Tuesdays in October came early in the month. Going by the odds, it seems most likely then that Windows 11 26H2 will arrive on the first Tuesday of October 2026.
Okay, that’s all good and well. But what’s so special about Windows 11 26H2? Who’s going to get it? And how do you get it? We’ve answered all the major questions in our rundown of what to expect when Windows 11 26H2 lands. In short, don’t get too excited; let it come when it comes and install it whenever it’s most convenient for you.

Back in February, Discord first attempted to launch its age verification process—only to run straight into massive user outcry. In response, the company went back to the drawing board. Now, half a year later, the branding of teen and adult accounts has finally rolled out.
As a regular Discord user, I wasn’t sure what to expect from the process. So, while waiting my turn, I read up on what I needed to know.
Discord first framed age verification on the platform as a move to protect teens. Problem was, it expected users to submit to a facial scan or upload a government ID. That sparked protest—and rightfully so, given today’s greater privacy and security concerns.
Now Discord has easier methods to prove adulthood, if you somehow get flagged as a teen. But you can’t escape the classification process. Multiple countries have begun requiring companies to confirm the ages of users, in order to protect children from harmful content and exposure to unsafe adults.
The only true way to opt out is to leave the platform all together.
If you stick around, Discord automatically assigns you an age group based on what it calls “signals.” Using machine learning, the platform guesses your age based on details like how old your account is, who you speak with the most, the servers you belong to, and if you’ve ever subscribed to Nitro. Discord says it does not read your messages (either those sent on servers or over direct message) as part of its evaluation.
According to Discord, this method will accurately assign an age category to over 90 percent of users. If it doesn’t, adults can prove their age through credit card info, the Apple App Store or Google Play Store, Google Wallet, or AgeKey. (AgeKey is a service owned by Singaporean age verification company k-ID.)
Discord says its third-party vendors for age confirmation must abide by its data retention policies. Namely, any age verification related data can only be kept for the time needed to confirm age, then must be deleted after. If facial age estimation comes into play, it can only be performed on your device.
Still don’t want Discord to have any further information about you in order to escape classification as a teen? You can still keep using the platform, but your access will be more locked down.
Teen accounts are restricted from age-gated servers, content, and settings. Messages with sensitive content may be blurred or all together blocked, depending on the source. Direct messages from non-friends will automatically be sent to a message request inbox, allowing you to screen them before they appear in your normal DM list. (For the full details on Teen protections, you can read Discord’s full rundown.)
Perhaps a small benefit: Discord is now enabling “spoiler channels,” which will let server owners sequester juicy info without having to age-lock them. (AKA the long-standing workaround.)

PCWorld
Head to Settings > Account. Under Account Status, you’ll see “Age Group.” Your status will be listed as either Teen or Adult.
Anecdotally, users on PCWorld’s The Full Nerd Discord server have reported getting Adult status—and just before I filed this story, I received the same designation, too. So Discord may end up being right about its high estimates for accurately pinpointing “mature” behavior.
(We’re all still emotionally unsure it was correct, though.)

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Ugreen Revodok 5-in-1 USB-C Hub
Tired of missing connectivity on your laptop? Wish you had extra USB-A and HDMI slots but don’t want to buy a bunch of different adapters to juggle? There’s a small accessory you can get that’ll solve your woes: the Ugreen 5-in-1 USB-C hub, normally $16 but on sale for $12 right now.
This hub turns your laptop’s USB-C port into five ports without making you give up the USB-C port’s charging capabilities. The hub includes a 100W USB-C Power Delivery port so you can keep your laptop charged while using its other ports: a 4K HDMI, a 5Gbps USB-A data port, and two USB-A ports for peripherals. All laptops should come with these ports by default, but if yours is lacking, this is a great way to add them back in.
Need examples of what exactly this hub can do for you? That HDMI port lets you connect a high-res external monitor as a second screen for boosted productivity. The 5Gbps USB-A port is for flash drives and external SSDs, allowing you to fast-transfer data to and from your laptop. And those slower USB-A ports can be used to connect a keyboard, a mouse, a gaming controller, a headset, or maybe a printer. And the best part? Just unplug the hub from your laptop and everything disconnects with it, then plug it back in to instantly reattach it all.
It’s a budget option, but one worth having even just as a backup. If you want a more powerful hub (sometimes called a docking station), check out PCWorld’s picks for the best USB-C hubs and Thunderbolt docks.

Thanks to AI data centers, consumer SSDs, flash drives, and SD/microSD cards have doubled or even tripled in price. That really sucks if you haven’t stocked up on local storage options, and it really sucks if you’re relying on SD/microSD cards for DSLRs, dashcams, security cameras, and more.
2026 is not the best year for dying memory cards. They’re impractical or even impossible to repair at home, and they’ve gotten notoriously expensive to replace. If you want your SD and microSD cards to survive as long as possible, here are the most common causes you need to know about and what you can do to avoid premature wear-and-tear.
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Note: I’ll only refer to SD cards going forward, but these reasons also apply to microSD cards, which are just miniature versions of the same tech.
Virtually all SD cards use NAND flash memory. While NAND is great because it’s fast, non-volatile, and able to pack a lot of data into a tiny physical space, it has its downsides. The biggest one is that NAND cells physically wear out with every write/erase cycle—too many of those and cells will start to fail, causing errors.
That means any real-world use case that involves constant writing and rewriting of data will inevitably cause an SD card to wear out. Dashcams and security cameras with continuous recording can’t exactly avoid this, but a photographer who regularly fills up a card with burst shots and deletes most of them is causing undue wear-and-tear.
QLC (quad-level cell) cards are cheaper than TLC (triple-level) cards but have lower per-cell endurance and therefore wear out fast. Likewise, TLC is cheaper than MLC (multi-level) but also dies faster, and the same for MLC versus SLC (single-level). The cheaper the design, the more often you’ll have to replace it.
The good news is, SD cards have built-in wear-leveling algorithms that smartly distribute writes so all cells wear out at similar rates. The bad news is, too much static storage can prevent the algorithm from doing its thing. Avoid filling up a card to over 90 percent capacity, and try to reformat the card regularly to give wear-leveling a clean slate to work with.
SD cards aren’t delicate, but they’re more fragile than you might expect. Even if you aren’t snapping it in half, the internal parts are susceptible to factors like temperature, humidity, and static electricity.
Extreme heat is a big killer. That microSD card in your dashcam? It bakes in 135°F temperatures for hours, days, weeks throughout the summer, slowly breaking down under the stress. Rain and other forms of moisture exposure can corrode the contacts. Accidental static discharge can instantly fry the entire card, destroying it.
Avoid leaving your SD cards in extreme temperatures for long periods of time. Don’t get them wet, and dry them off quickly if they do. Be careful when coming in from the cold, which can cause the inside warm air to condense on the card. And carry your SD cards in a case!
All SD cards can fail “for no reason”—yes, even ones from reputable brands with good quality assurance. Truth is, everything that’s made and assembled in factories has a margin for error, and the bits inside your SD card all have variable failure rates.
The most common failure point is the controller, which renders the card inoperable when it dies, but other failure points include bad solder joints and bad flash cells that should’ve been rejected. This means you can buy a high-quality card that unexpectedly dies after a week of light use.

H2testw
While you can’t avoid manufacturing defects, you can reduce the likelihood by only buying from reputable brands like SanDisk, Samsung, and Lexar. You can also use free tools like H2testw to verify there aren’t any errors on the card. (H2TestW writes data to the entire card and reads it back to ensure all sectors are working properly.)
Every SD has two layers: the physical layer where the data is actually written to flash cells, and the software layer (called the file system) that “knows” where to find the data across those cells.
Think of the file system as an index or table of contents. When data is written or erased on the card, the file system also needs to be updated. If the card is ejected in the middle of an operation—or if the power goes out—then there will be a mismatch and the file system will have an incorrect view of data on the card.
Always wait for the SD card to finish all operations before ejecting, and always make sure to use “safe eject” measures to insure against improper ejects. Also, replace SD card reader accessories once their connection points are worn out and no longer stable, and make sure your laptop/camera batteries don’t die while writing to cards.
The file system of an SD card can get corrupted in other ways beyond improper ejection and power loss. Did you know there isn’t just one file system? A card can be formatted in FAT16, FAT32, exFAT, and others. Sometimes a device might expect or assume your card to be formatted a certain way and write proprietary metadata that corrupts.
For example, formatting an SD card within a drone or camera then inserting that card into a PC or Mac can sometimes lead to issues with the index. Or when a card is reformatted improperly, it may have leftover data or structure that causes issues until it’s properly blanked out.

Wyze Labs
Always format an SD card using the primary device it’ll be used with. If you’ll be using it with multiple devices—like your camera and your laptop—choose a file system that’s supported by all of them. Also consider doing regular health checks to catch a degrading file system before it craps out and causes catastrophic data loss.
2026 was not a good year for electronics, and memory cards have gotten expensive. Don’t expect prices to come back down until 2027 at the earliest, but even then it’ll be unlikely. Don’t want to shell out unreasonable amounts for a replacement card? Take care of what you’ve got.
By understanding what kills memory cards and the habits you can employ to avoid premature death, you’ll be able to add extra years to the lifespans of your SD and microSD cards. That said, if they happen to die anyway, here’s what you should do with it before tossing it.

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology.
With the planet nearing 1.5 °C of warming, climate policies being unraveled, and Big Tech backpedaling on its climate ambitions, it can be tempting to give in to climate doom and defeatism. But despite the headwinds, the world has still made incredible progress. That’s why MIT Technology Review publishes its annual list of Climate Tech Companies to Watch.
Once a year, we compile a list of 10 companies that we believe have done the most, or have the best chance, to make a real dent in emissions or improve public safety and health. We’ve now finalized our 2026 list and will publish it on October 6.
It features companies making strides in energy storage, nuclear power, transportation and other areas despite today’s regressive climate politics. We hope you’ll enjoy the package and perhaps come away feeling a bit more hopeful about our climate’s future. Here’s what to expect.
—James Temple
Subscribe to receive full access to this year’s list, and keep reading The Download to be among the first to see it.
Last week, Anthropic announced that its new molecular biology lab had made its first discovery: its AI agents had flagged a previously uncatalogued pattern surrounding an enzyme, a pattern “reminiscent” of what led to the gene-editing technology CRISPR. But the claims angered biologists.
Some questioned whether merely finding the pattern amounted to a discovery at all. Another said his team had already discovered the same pattern, raising questions about whether Anthropic’s system had learned from his conversations with Claude.
It’s a reminder that what’s novel for AI may be routine, unsurprising or simply not that consequential to a biologist. And the grand claims could make real progress harder to recognize.
Find out why AI companies may be setting the wrong bar for scientific discovery.
—James O’Donnell
This story is from The Algorithm, our weekly AI newsletter. Sign up to receive it in your inbox every Monday.
The must-reads
I’ve combed the internet to find you today’s most fun/important/scary/fascinating stories about technology.
1 OpenAI has scrapped a new AI model over safety concerns
The company said GPT-6.1 Astra “didn’t quite meet the bar.” (BBC)
+ It’s also apologised for a “new kind of cyber incident” in Australia. (Guardian)
+ Anthropic’s IPO filing warns that AI could threaten humanity. (FT $)
+ As the safety fears spiral, Trump is selling an AI “golden age.” (WP $)
+ He’s meeting more AI leaders at the White House today. (Reuters $)
+ Could AI really kill us all? (MIT Technology Review)
2 SpaceX’s Starship rocket has reached orbit for the first time
It also deployed new Starlink satellites in the test flight. (AP)
+ But the flight was cut short after an engine failure. (Axios)
+ We’re putting more stuff into space than ever. (MIT Technology Review)
3 The FBI told staff it assumes hackers have stolen data from every employee
An internal memo tells staff to prepare for potential attacks. (Gizmodo)
+ But the hackers say they won’t publish the stolen data. (404 Media)
4 Florida has asked a court to block OpenAI from developing new models
The state wants independent safety guardrails for new AI. (Politico)
+ It also aims to ban ChatGPT from acting like a person. (Verge)
+ While Rep. Khanna has proposed banning self-improving AI. (CNBC)
5 Meta’s AI agent invited a stranger to a user’s home without permission
Muse shared the address while negotiating a Marketplace sale. (Guardian)
+ Who’s liable when AI agents go rogue? (MIT Technology Review)
6 Old hearts appear to get younger after transplantation
The finding could expand the pool of available donor organs. (Nature)
+ But young organs may not be a fountain of youth. (MIT Technology Review)
7 Trump has finalized a rule to make cars less fuel-efficient
The new rules sharply weaken Biden-era fuel economy standards. (Verge)
8 Mathematicians have cracked a 55-year-old problem using randomness
The solution completes a proof proposed in 1971. (Quanta)
9 Space lasers are about to beam power between two spacecraft
Star Catcher will test the technology in orbit this week. (Wired $)
10 A tiny moon of Saturn could host alien life and be detected from space
Scientists found evidence that its ocean could support microbial life. (404 Media)
Quote of the day
—The ShinyHunters hacking group tells The New York Times that they targeted the FBI to retaliate against an advisory warning about their activities.
One more thing

A startup called Varda Space Industries is betting that the future of pharmaceuticals lies in orbit. The company has signed a deal with United Therapeutics to test whether drugs crystallize differently in microgravity, potentially creating improved versions with new properties.
The idea sounds futuristic, but falling launch costs and reusable rockets are making space-based manufacturing seem increasingly plausible. Varda says the partnership could mark an important step toward building products in orbit for use back on Earth.
Discover how space could become the next frontier for drug development.
—Antonio Regalado
We can still have nice things
A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? Drop me a line.)
+ A professor has turned her childhood Double Dutch idea into a real machine.
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I have a medium-intensity interest in virtual reality gaming. I’m excited to try Valve’s new Steam Frame, and an older VR headset design helped me lose a ton of weight. VR, more than any other technology, has the potential to change how video games are experienced.
So it’s a little concerning to me that Meta, the multi-trillion-dollar company that rebranded itself around a virtual reality future…doesn’t seem to care about VR gaming.
There’s a lot of information to unpack here, a big complicated mess of stuff to use a highly technical term. But the core issue is that I think Meta, one of the only corporate forces actually driving VR gaming forward, isn’t.
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How Facebook got to the party
The discussion requires a bit of context. Oculus, the company that started the most recent push into VR, was founded in 2012. It released the Oculus Rift in 2013, a PC-based VR setup combining a headset, tracker, and controllers. The company was bought by Facebook in 2014, which eventually completely absorbed the former into sub-units. Various other headsets have been released, notably the Oculus Quest, based on Arm hardware and running a modified version of Android, in 2019.
Facebook rebranded as Meta in 2021, essentially betting the farm on the “Metaverse,” a vision of the future of gaming, work, and the internet at large where everyone was operating in virtual reality and mixed reality. To make a complex situation pithily simple, it seems like Mark Zuckerberg watched Ready Player One, saw baby’s first cyberpunk corporate dystopia, and said “Yeah, I wanna be the bad guy from that movie.”
The Quest series of headsets continued as a cheap-ish way for people to get into VR. At the same time in the middle of the pandemic, Meta-nee-Facebook tried desperately to convince everyone that wearing two pounds of tech on your face for eight hours a day, while paying the company for every interaction on the web, was a good idea. It, um, didn’t go well.

Valve
Running in parallel to Zuckerberg trying to turn the internet into his own digital fiefdom (in his defense, he’s has some success before!), VR gaming had a mini-renaissance. In addition to Oculus/Meta investing billions into VR gaming mostly focused on the standalone/mobile side of the equation, Valve was partnering with various companies to push VR gaming on the PC side. Notable releases include the HTC Vive in 2016 and Valve’s own-branded Index in 2019, both of which require a gaming PC.
The Steam Frame is the evolution of these products, operating as both a stand-alone Arm-powered headset, a la the Meta Quest, and a PC-connected headset like the Index that can play more powerful games. It’s very exciting for a lot of reasons. Valve recognizes the work that Meta has put into VR gaming, and it’s even trying to woo developers of the Android-based games that work on Meta Quest headsets onto Steam, developing games that play on the standalone Frame.

Valve
All good, right? Well, maybe not. We’re a little over a decade into what was supposed to be a revitalization of VR gaming. And while there are dedicated developers and players, including tons of fascinating niche hardware…the Steam Frame comes bundled with Half-Life: Alyx. A blockbuster, genre-defining VR game, which came out more than six years ago. The fact that Valve can’t be bothered to put together a showpiece title for its new gadget is less than promising, and not a great endorsement for a headset that costs $1300.
Valve’s lukewarm debut for the new system isn’t shocking, all things considered. For all that it’s an absolute legend of PC gaming, Valve isn’t all that interested in making its own games anymore — it wants to sell the platform. That’s what SteamOS, the Steam Deck handheld, and the Steam Machine mini PC are all about.
And with the PC hardware market essentially frozen thanks to “AI,” now is unfortunately the worst time to try to get people to spend money on a new platform and niche hardware. If anything, the Arm guts of the Steam Frame are more exciting than its VR aspect, because it means you might be able to play Steam games on much cheaper non-VR devices very soon.
But if Valve seems like it’s gotten over a seven-year itch for VR gaming, then Meta seems like it’s ready to file divorce papers.
Earlier this year the company cut over a thousand jobs in Reality Labs, the corporate descendant of Oculus. It’s cut funding to studios that were making VR games for the Quest series of headsets, which included Meta exclusives like Rock Band VR, Vader Immortal, and Resident Evil 4 VR.

Meta
Perhaps more concerning for anyone who went all-in on the “metaverse,” the company has kinda-sorta abandoned its Horizon Worlds product. This was supposed to be the anchor point of Zuckerberg’s virtual reality empire, the thing that he was trying to force his own employees to work on. At its height in 2023, the platform had less than half a million regular users — not exactly earth-shattering.
Facebook-Meta is estimated to have lost the better part of a hundred billion dollars on VR and the metaverse push. When it announced the above cuts, its stock price rose. It’s now chasing AI, just like everyone else.
Meta seems to think the future is now in a panopticon of pervert glasses, purposely created political misinformation, and simulated child abuse that fits within its terms of service, despite the platform apparently being afraid of the big, bad Virginia Woolf. And it’s not like the company is losing money — $186 billion in profit for the 2025 fiscal year — so maybe it’s right.
That being said, it might seem strange that Meta debuted a new VR headset last week. The Meta VR Glasses are interesting from a hardware perspective, sort of a halfway point between Apple’s Vision Pro designs and more basic “VR” heads-up displays, like Xreal and Rayneo. They’re small and light, requiring no rear headband. They include eye tracking, like the previous Quest Pro.

Meta
And they don’t actually look like regular eyeglasses, despite being called “Meta VR Glasses.” So you’re more likely to be mistaken for an X-Men cosplayer than someone who’s memorized the laws of recording consent in your state or country. A real bonus!
Perhaps most compelling in terms of actual use case, Meta has highlighted these glasses’ utility as an entertainment machine with high-quality pancake lenses and OLED screens, and their ability to actually do work, thanks to a built-in quasi-desktop environment. Combined with a shockingly low weight thanks to its puck design — the headset is seven times lighter than the Vision Pro! — it looks like a genuine leap forward in comfort and design, if not in total utility.

Meta
Hey look at that, I’m three paragraphs into talking about the Meta VR Glasses. It feels like I forgot to talk about something.
Oh, that’s right. GAMES.
Despite making the best-selling VR headset of the modern era, and arguably being the driving force behind VR gaming for over a decade, Meta’s trailer for the VR Glasses doesn’t mention games at all. Hardly shocking, since this is also the first VR headset the company has produced without the Quest name attached. In the portion of the Meta Connect presentation announcing the new system, you get a demo of Beat Saber. That’s it. The seven-year-old casual game was shown off with no controllers, because Meta is focusing on hand tracking only for this headset. Despite a $1300 price tag, there’s no indication of controllers included in the purchase.
“VR gaming is alive and well on Meta VR Glasses,” said Meta’s CTO, after playing a 2019 title for less than 30 seconds. It comes with the same level of reassurance that an octogenarian senator is in “excellent health.” The presentation also leaned on Xbox Cloud streaming, in the same way Google mentioned GeForce Now for its Googlebooks, before proceeding on to talk about movies.

Meta
Soooo yeah. Meta VR Glasses are impressive on a technical level. But if Meta is actually excited about VR gaming, specifically new VR games, it isn’t demonstrating that excitement to me at all. Considering how much it’s been dialing back its commitment to virtual reality everywhere, instead leaning into wearables and “AI,” I’m shocked this headset even came out.
I’ve been thinking a lot about corporate inertia lately. The Steam Machine and Steam Frame, Nvidia’s new RTX-powered laptop chips, Google’s Googlebook laptops. All of these products are launching at an objectively terrible time for consumers. Price tags are higher than ever, while other factors like wars, stagnant wages, and inflation are leaving consumers with less and less disposable income, even in wealthy nations.

Alaina Yee / Foundry
And yet these products launch anyway, even when practical wisdom might suggest they should stave it off for a year or two. The reason why — at least one of the reasons, and the one I’m most interested in — is corporate inertia. These products take years to develop, sometimes the better part of a decade. Billions of dollars invested, millions of hours of work from international teams. Once you get past a certain point of development, even companies as huge as Nvidia, Google, and Meta have to launch, if only to avoid throwing all that money and effort away.
I think the Meta VR Glasses might be another victim of that, not that I’m particularly broken-hearted for any scheduling chaos on Meta’s part. While it’s incorporating innovations developed from years of VR headsets, particularly the Quest Pro, it’s also obviously taking a lot of inspiration from the Apple Vision Pro. And its most highlighted feature, the low weight, is a particular selling point against the Apple design. The fact that it’s less than half the price probably doesn’t hurt either.

Apple
I’m sure there’s a group of people who can both stomach giving money to a historically horrible company, and are also excited for the entertainment and utility in the VR Glasses. But I’m also sure that’s a pretty small sliver of the consumer electronics market. Meta doesn’t seem to be interested in courting gamers at all anymore, either at the low end for the Quest headsets, or in the $1300 range that the Steam Frame is targeting.
That’s a big problem if you’re excited about VR gaming. Even if you never intend to give a cent to Meta, the company’s platform and push for the Metaverse absolutely elevated VR far beyond where it would have been otherwise. However excited Valve is about VR, it simply doesn’t have the money or the muscle to push virtual reality gaming into the public eye like Meta can. Once again, let me point out that the Steam Frame is launching with a VR Valve game that’s six years old.
If Meta can’t or won’t be that driving force, we might see this entire section of the market shrivel and die, put on the shelf for another decade or two. And that would be a real shame at a time when gamers are craving novelty and innovation like never before.

Funselektor Labs
Racing games tend to get the latest and greatest in terms of tech, especially on the “sim” side of things. But you can enjoy racing without all the bells and whistles, even without any real element of stress. That’s what Art of Rally is all about: It’s a chill love letter to decades of rally racing history.
With a sort-of-top-down viewpoint and a low-poly visual style, it almost looks like a mobile game. (I love the way the crowds of spectators can get onto the track, like in old rally racing videos, and I love even more that they’re little Game of Life peg people.) But there’s a deceptive amount of skill required to optimize these time trials, and you can get into a flow state easily.
With the gorgeous, simple vehicles based on dozens of real-world classics, and tons of flavor text, the game loves to teach you about rally racing. Any you’ll love zooming through the countryside. Art of Rally is $25 on Steam, but can frequently be had for far less — it’s just $10 on Indiegala at the time of writing.
That’s all for this week. To get my editorials, news picks, and game recommendations delivered straight to your inbox, you can sign up for Boost Mode on the PCWorld Newsletter hub. Also check out The Full Nerd for more enthusiast-focused goodies, Prompt Mode for AI tips, Safe Mode to keep your PC and gadgets secure, and Smart Mode to boost your productivity.

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Some people spend most of their digital lives on social media and save almost nothing with the intention of preserving it for the future. They might share photos and videos on Instagram or send them via a messaging app, but it’s all ephemeral. If they ever want to keep something, they might order prints or a photo book.
Most people, however, have a great deal in their digital collections – both on their computers and on their smartphones – that they hope will remain, if not forever, then at least indefinitely. Family photos, holiday videos, scanned documents, old newspapers, and letters are among the files that I want to remain even after I’ve kicked the bucket.
But unlike books and physical photo albums, it’s by no means a given that digital files will still be there or accessible in 25, 50, or 100 years’ time, just as you can’t leave a photo album out on the balcony and expect it to be intact many years later. The moral of the story is this: You need to look after your digital assets. But how to do that in a way that’s sustainable in the long term isn’t always obvious.
How do the experts who work on preserving all kinds of information for the future go about it, and do they have any advice for us mere mortals?

Privat
Ina-Maria Jansson is a researcher and archivist at Uppsala University Library and works on the preservation of personal digital archives. She says there is one important thing to bear in mind for anyone who wants to ensure that their loved ones will be able to enjoy their digital collections, apart from the choice of storage media, file formats, and how backups should be handled:
Document everything! What seems obvious to you may be a jungle for your next of kin. Write down exactly what’s in your digital archive and create an index to describe the contents of your folders and files. Label hard drives and other storage media with their contents. Let those who will be your next of kin know that the documentation and files exist, and make it easy for them to find the documentation.
She notes that a common mistake many private individuals make is failing to consider that their next of kin may not share the same keen interest in those files.
Digital material requires active stewardship that is difficult to avoid, regardless of the measures taken. Will children and grandchildren have the time and energy to take on digital stewardship when they are busy living their own lives? To make things easier, it’s important to explain the content as clearly as possible – what it is and why it’s important. If possible, it’s best to go through the content with your children and grandchildren well in advance, so that they know it exists.

Ina-Maria Jansson wants to make a case for physical or analogue archiving of the most important photos and documents.
We humans are often more primitive than we might like to admit. If something isn’t visible, it doesn’t exist! Because digital photos and videos don’t take up the same physical space and aren’t as easy to look at as a box of photo albums, they’re easily forgotten during a move or when clearing out an estate.
Creating physical copies of photos and other items you really cherish makes them both more durable – as long as you look after them properly! – and easier for your loved ones to preserve and appreciate.
For those who want peace of mind, I’d advise against storing things digitally unless you’re certain that a surviving relative will want to continue managing the digital collection. Instead, select paper copies of your best photographs and place them in acid-free paper sleeves along with details.

Ina-Maria Jansson acknowledges that video is trickier than photographs. But if you have some truly cherished films that you think your descendants might actually enjoy, there is a way to preserve them in analogue format, too.
You can turn to a company that can transfer the digital films to analogue 16-millimeter film. Many of us may have spent a great deal of money digitizing older films, so it might seem strange that I’m suggesting the opposite, but you’ll understand the point better if you think in terms of a working copy and an archive copy.
In that case, the digital file can serve as a working copy, while the analogue film takes on the role of an archive copy. Under optimal conditions – kept cool, preferably frozen in a metal container – analogue film has a lifespan of up to 500 years! Compare that to a hard drive, which might last for 10 years.
Of course, many people have far too many photos to be able to print them all out. Even if you weed out all the dull ones, you can still benefit from a certain degree of analogue archiving.
Even if the files themselves are stored on your computer, you can create a folder, a keepsake box, or a notebook where you can collect prints and information about your digital legacy.

When I ask Ina-Maria Jansson whether there is any technology that makes it possible to copy important files once and then leave them untouched for many years without risking their loss, the short answer is: no.
Sooner or later, some sort of action will need to be taken. You can choose storage media with the longest possible lifespan, but sooner or later they’ll need to be reviewed. Files on a standard home computer with a hard drive may last a few years, but they’re also exposed to both physical threats such as a house fire and digital threats such as viruses and bit rot. They’re also susceptible to other issues such as the file format becoming unreadable.
Technologies are currently under development that make it possible to store data for thousands or even millions of years, in extreme environments. A couple of years ago, researchers at the University of Southampton demonstrated five-dimensional memory crystals in which data is stored using extremely fast laser beams inside quartz crystals. The largest prototype can store 360 TB with an estimated lifespan of several billion years, and the researchers have, among other things, stored a human’s complete DNA code in a mountain cavern in Austria called Memory of Mankind.

For consumers, media can last for several decades if stored correctly. The problem is that it’s impossible to know when they’ll start deteriorating. That’s why it’s important to go through and check everything that’s still working and can be read, so that any incipient faults can be detected while the files are still in a position to be recovered.
For most private individuals, Ina-Maria Jansson says that cloud storage is the best option.
You don’t need to worry about having lots of backups stored in different places, as long as you make sure that your accounts and login details are properly documented. It’s also a good idea to make sure any fees for the cloud service continue to be paid even if the account holder passes away suddenly. Inform your next of kin that the account exists and make it easy for them to find your login details and documentation.
As Ina-Maria Jansson mentions, files stored on physical storage media in your home can be lost in many ways. Hard drives, SSDs, and Blu-Ray discs can be lost in a fire or flood. If the files are stored on a hard drive or SSD connected to a computer, they may be lost due to malware (like ransomware) or accidentally overwritten. The files may also become corrupted over time, a phenomenon known as bit rot.
If you’ve worked with old data, then you’ve probably experienced this phenomenon. Files that are a few years old can suddenly become corrupted or impossible to open, even though everything appears to be working correctly. Sometimes, it’s possible to repair them, but not always. This could be due to natural wear and tear on the storage medium itself or digital circuits losing their power. Sometimes, it’s caused by read and write errors in the software. It’s also a risk that arises when files are copied or moved and the entire file isn’t transferred.

She says there’s software that actively combats bit rot by periodically scanning all files and using checksums to verify that no files have been altered. It only takes a single 1 or 0 to be changed for the checksums to fail to match, at which point the system can repair the file in question. This is called scrubbing and is a feature of, among others, the ZFS file system, which you can use on NAS devices, for example.
Other threats to be aware of include software updates required to open the files and ensuring you have digital playback equipment compatible with your storage medium. A lot can happen in a decade, and your files are meant to last considerably longer than that, aren’t they?
When it comes to long-term storage, Ina-Maria Jansson says that researchers usually distinguish between archive formats and everyday formats. The latter are formats that are practical to use in day-to-day life and to share with family and friends. Archive formats, on the other hand, are chosen because they are most likely to remain usable many years from now. They are open formats such as PDF, TIFF, and PNG.

When it comes to video, things are once again a little more complicated. The National Archives recommends Matroska files (.mkv) with video in FFV1 format and audio in LPCM format for long-term preservation. However, uncompressed high-definition video takes up an incredible amount of space, so the vast majority of people have to make do with a compressed format.
The most common compressed format today is H.264, but it’s not entirely open. A modern alternative is AV1, which is both open and free from royalties and other restrictions, so it’s highly likely that software capable of playing such files will be available in the future.
But, as I said, as long as we haven’t sorted out a long-term digital preservation solution that can be passed to future generations, the file format doesn’t really matter that much.

Earlier this month, the UN announced the planet will tip past 1.5 ˚C of warming, “likely within the next few years,” squashing any lingering hope that nations would cut emissions fast enough to achieve the loftiest goal of the Paris climate agreement.
In the US, the world’s second-largest-emitting country, its leader continues to deny climate realities and unravel climate policies. Big Tech is backpedaling on its climate ambitions, as companies race to build massive AI data centers.
And all this comes amid yet another season of shattered heat records, raging wildfires, and deadly floods.
It can be tempting to give in to climate doom and defeatism. But despite the headwinds, the world has still made incredible progress. Companies are developing and deploying renewables, batteries, and EVs; inventing cleaner means of producing industrial goods; and devising ways to keep cities and people safe even in the face of more extreme weather conditions.
Those advances will only accelerate as costs decline and people demand greater climate action, as well as all the economic and health benefits that come with it.
Recognizing our ability to make such progress is why MIT Technology Review began publishing our annual list of Climate Tech Companies to Watch three years ago.
Once a year the editors and writers use their deep industry knowledge and academic sources to compile a long list of companies around the world that are transforming the way we generate energy, produce goods, move people and things, or mitigate rising climate dangers.
We then conduct several rounds of spirited newsroom debate to winnow that list down to 10 that we believe have done the most, or have the best chance, to make a real dent in emissions or improve public safety and health.
We’re happy to say we’ve finalized that list for 2026, and will publish it on October 6. You can sign up for The Download newsletter to be among the first to see it, or subscribe to receive full access to this year’s list. It features a mix of companies making strides in energy storage, nuclear power, transportation, and other areas, including ones that have figured out how to continue to make progress amid the regressive climate politics of the moment.
We hope you’ll enjoy the package and perhaps come away feeling a bit more hopeful that we can move fast enough to avoid the gravest dangers of climate change, and build a safer, healthier, and more sustainable world.
When customers talk about AI costs, the conversation usually starts with token prices and ends with access to the latest, most capable model in the cloud. Do they always need that level of capability? Not necessarily. But that is often where the conversation goes.

As AI moves from experimentation to production, model choice is only part of the equation. When demand becomes steady and business-critical, a consumption-only approach can turn AI spending into a variable monthly line item that is difficult to forecast as usage, workloads, and model requirements change.
At that point, the question is no longer simply which model to consume, or which provider offers the lowest token price: It is how to run AI economically, predictably, and at sustained scale.
AI is moving from isolated pilots into production portfolios: assistants, retrieval-and-knowledge systems, and agentic applications. Customer-service, IT, research, and business-process agents can execute multi-step workflows across enterprise systems, creating recurring demand across models, data, and tools.
This is already starting to happen. Deloitte’s 2026 State of AI in the Enterprise reflects what many leaders are seeing: worker access to AI rose 5% in 2025, and the share of companies with at least 40% of their AI projects in production is expected to double within six months.
When AI becomes a portfolio of always-on workloads, not a collection of experiments, the economics change. Consumption pricing gives teams flexibility and limits commitment. But when usage becomes steady, predictable, and large enough to keep capacity productive, leaders need to ask a different question: Does it still make economic sense to buy AI one request at a time, or is it time to invest in capacity they can optimize and control?
This is not an abstract cloud-versus-on-premises debate. It is a workload-by-workload business decision. Over the next 12 to 18 months, how much AI demand can the company reasonably expect? How consistently will that capacity be used? When multiple workloads share infrastructure, the enterprise can spread fixed costs across more productive use—improving the economics of ownership.
Ownership is not automatically the lower-cost answer. It only makes sense when an enterprise can keep capacity productive.
Every organization has a crossover point, the level of sustained use at which owning capacity can become more economical than buying it one request at a time. There is no universal number. It depends on the models being used, the balance of input and output tokens, performance requirements, system design, energy costs, and the operating model required to support it.
A retrieval-heavy knowledge system can have a very different cost profile from a simple assistant because it may process far more context for every interaction. Agentic workflows can be different again: a single business task may involve repeated reasoning, retrieval, model calls, and tool use. That is why generic cost benchmarks are not enough. Enterprises need to model their actual workloads, understand expected demand, and size capacity accordingly.
At the right utilization level, the benefit is not only lower effective cost, but also greater predictability: the ability to manage AI capacity as a strategic infrastructure investment rather than watch a monthly spend line fluctuate with model use and workload demand.
The capital decision is only half the equation. Even when the economics support ownership, capacity creates value only when the business gets workloads into production quickly and keeps them running.
That takes more than installing infrastructure. It takes an operating model that connects the technology to adoption and business outcomes: bringing users and workloads on board, governing how AI is used, reviewing utilization, and continually identifying the next high-value use case.
The goal is to create value early, then build on it. That means measuring use, identifying underutilized capacity, and bringing additional high-value workloads onto the platform over time. Without that discipline, the business may never realize the economic value that justified the investment. With it, AI capacity becomes a productive asset the business can optimize, expand, and use to create measurable value.
Before committing capital, leaders should ask three questions:
As AI moves into production, the organizations that create the most value will look beyond token prices and the latest model. They will know when recurring demand calls for a different economic model—and they will have the operating discipline to make that capacity productive.
That is when AI stops being an expense and becomes an asset.
This content was produced by HPE. It was not written by MIT Technology Review’s editorial staff.

© Annabelle Gordon

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© Jason Henry
NPR's Steve Inskeep speaks with AI security expert Helen Toner about OpenAI's decision to halt training of its latest models, after discovering more instances of its agents behaving unexpectedly.
TL;DR: Instead of grinding through video tutorials, flowkey listens while you play and provides live feedback, and a 5-year subscription is only $80 right now.
Learning piano on your own is tough and usually involves hours of staring at tutorials with little progress to show for it. If you want a smarter option, flowkey is an AI piano teacher that listens while you play and provides real-time feedback. A lifetime subscription is also on sale for just $79.99 (reg. $899).
As you play, the app listens through a microphone or MIDI connection and flags a wrong note the moment it happens. Wait Mode holds the lesson until you hit the correct notes, so a beginner moves at a comfortable pace. If you run into a tricky section, you can watch videos of expert pianists next to synced sheet music with slow motion playbacks to help you along. There’s also a loop function that repeats especially difficult sections until you really get it down. You can even select isolated hands you want to practice with.
The Classic Plan includes more than 1,000 classical and public-domain songs, with pieces from Bach, Chopin, Beethoven, and Mozart arranged for Beginner, Intermediate, Advanced, and Pro levels, so you can keep improving with your favorite song.
Get a five-year flowkey subscription while they’re on sale for $79.99.

flowkey Piano Learning App: Classic Plan (5-Year Subscription)See Deal
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