Tech
KitchenAid Promo Codes and Discounts: Save Up to $500
KitchenAid’s strategy is one that maybe we should all live by—if it ain’t broke, don’t fix it. Remaining nearly unchanged since its introduction in 1914, KitchenAid’s stand mixer has become such a legendary kitchen staple that we called the KitchenAid Artisan 7-Quart Lift Stand Mixer an “everlasting” kitchen must-have and put it on our Buy It For Life guide. KitchenAid’s heralded and beloved kitchen appliances luckily run regular sales so that you can get these great, but pricey, essentials for less.
Save up to $500 With KitchenAid Promo Codes and Deals
One of the best perks of shopping online at KitchenAid are the rotating deals and discounts on some of their best-selling appliances. If you really want to level up this spring, consider these sleek, lifetime-lasting appliances from KitchenAid. You can save big for a limited time with the KitchenAid Presidents’ Day Sale where you can buy more to save more. When you buy 2, you can save $100; when you buy 3, you’ll save $300; when you buy 4 or more, you’ll save $500 on select major appliances, through February 25.
Other awesome deals include free delivery and haul away on major appliances over $399 when signed in to your KitchenAid account, through February 25. You can also save up to $170 on select stand mixers, up to $250 off select espresso machines, and up to 50% off on select refurbished stand mixers, all through February 21. Plus, you can save 50% on the 5 Quart Horizontal Stripes Ceramic Bowl through February 16.
Save 15% With These KitchenAid Promo Codes and Deals
One of the best perks of shopping online at KitchenAid are the rotating deals and discounts on some of their best-selling appliances. If you really want to level up this Valentine’s Day, consider the gift of a sleek, lifetime-lasting appliance from KitchenAid. You can save big for a limited time with the KitchenAid Savings event, where you can save an extra $10 when you spend $100; get $20 off $200; and $30 off $300 with KitchenAid promo code VALENTINE (through February 7).
Are you hosting a SuperBowl party? Don’t get bogged down with cumbersome appliances and messy hand mixers. Level up your countertop appliances with 15% off, and be ready to cook up your fan favorites with KitchenAid promo code GAMEDAY (through February 7).
Score 15% Off With a KitchenAid Professional Discount
Speaking of great offers, there are other KitchenAid promo codes specifically for essential workers, like teachers, students, healthcare workers, military, first responders – and those over 50. If you are a member of one of those groups, all you need to do is verify your account with SheerID to receive the extra discounts (on top of any other accounts if you are an account holder). The verification form is in the “Profile Information” tab under “My Account” on KitchenAid’s site. Don’t fall into one of these categories? No worries! Those who have recently moved can also save 15%.
Enjoy Year-Round Savings at KitchenAid
Even without a discount code on hand, you can still save with regular deals, like great savings on refurbished items and free delivery on all appliances sitewide. Account holders also get access to exclusive perks and discounts sitewide—all you have to do is create an account. Be on the lookout for other great savings events from KitchenAid (like a discount on that mixer you’ve been eyeing all year long).
How to Redeem a KitchenAid Promo Code
Whether you’re shopping for a highly-rated cold brew coffee maker, a 5-speed hand mixer that’s great for saving countertop space, or a quiet electric kettle, we have the best KitchenAid promo codes to help you save on all your for-life kitchen products. When you’ve found a deal you want to use, like one of our promo codes listed above, simply paste the code in the box at checkout to save (remember to double-check whether you need to sign up for an account first). If the deal doesn’t require a special coupon, just put it in your cart, and the sale will be automatically applied—easy as pie.
Tech
Singapore’s PixVerse picks Seattle area for its first U.S. office amid $300M funding round

PixVerse, the Singapore-based AI video generator, is establishing its first U.S. office in Bellevue, Wash., and on Monday released the newest version of its model.
Earlier this month the startup announced a $300 million Series C round that raised its valuation to more than $1 billion and into unicorn territory. Unnamed sources cited by Bloomberg said the funds would help “accelerate its global expansion and target enterprise customers across North America and Asia.”
John He will lead the Seattle-area office as U.S. general manager, builder and chief of staff. He is PixVerse’s first and so far only U.S. employee, but is making job offers and hopes to build a team of six within the next couple of months. The Bellevue office will initially focus on product marketing and sales, with plans to expand into AI research and engineering this summer.
He is temporarily working out of an extraSlice co-working space while searching for a permanent office in downtown Bellevue.
The company launched in 2024 and has at least 110 employees across its Singapore and Beijing offices, He said. There are also plans to open a second U.S. office in San Francisco.
Key investors in PixVerse include Alibaba Capital Partners, Ant Group and 37 Interactive Entertainment, according to PitchBook.
He joined the startup from Salesforce, saying he was attracted to the PixVerse’s mission.
“It’s very simple,” he said. “They want to turn everyone’s imagination into reality.”
AI video generation tools have sparked major debates over ethics, misuse and sustainability. That includes concerns and legal challenges over deepfakes, copyright violations and the improper use of intellectual property. There are also significant environmental costs in energy and water usage given the high computational demands of AI video production.
He defended the technology, saying that it doesn’t aim to replace human creativity and that artists using PixVerse are able to increase their earnings.
“It empowers regular people to do a better job,” he said.
PixVerse says it has more than 100 million users across 175 countries. Its latest model adds “precision camera control, expressive character performance, and one-click commercial output,” the company says.
Last week, The Wall Street Journal and others reported that OpenAI was shutting down Sora, its AI video generation platform used by consumers, filmmakers and other professionals. The decision, WSJ said, would allow OpenAI to focus on productivity tools for enterprise and individual users.
OpenAI employees in the past have questioned the computational costs of the Sora technology and unproven demand from customers, WSJ added.
Other competitors in the space include Runway ML, Kling AI, Higgsfield and products from Google and Adobe.
Tech
Pete Hegseth’s War On Truth
from the good-news-only-is-not-journalism dept
This article is republished from The Conversation under a Creative Commons license. Read the original article.
Martha Gellhorn stowed away on a hospital ship to become the only woman journalist to land on Normandy Beach on D-Day. She carried stretchers before writing her harrowing account of the invasion.
The New Yorker’s famously epicurean writer A.J. Liebling subsisted on military rations and came under fire during World War II to describe what it was like for the soldiers and sailors at war.
Syndicated columnist Ernie Pyle died, in a helmet and Army fatigues, among some of the troops whose names and hometowns he carefully included in his dispatches. “At this spot, the 77th Infantry lost a buddy,” read the makeshift sign posted at the place where a Japanese machine gun bullet felled him.
Those reporters told stories of war in all its gore and its glory, its exhilaration and its ennui. Others have laid bare the anxiety and doubts.
Veteran Vietnam correspondent Neil Sheehan broke the story of the Pentagon Papers, which showed how government officials deceived the public about the Vietnam war. Sheehan won a Pulitzer Prize for his book, “A Bright Shining Lie,” which chronicled the war’s impact on idealists who once believed in it, through the story of his relationship with an inside source.
Well before bombs started dropping on Iran and President Donald Trump began to tease the notion of a ground invasion, his defense secretary, Pete Hegseth, began putting obstacles in the way of the reporters with the most experience covering the nation’s military. While Hegseth’s moves haven’t stopped the reporters from doing their jobs, it has made it harder for them to keep the public informed.
As someone who worked as a Washington correspondent for decades, I worry that these obstacles could limit the number of reporters who have the experience with – and trust of – key sources to do the kind of in-depth, nuanced journalism that a war, with its price in lives and resources, deserves.
Corralling the watchdogs
Generally, war correspondents need the cooperation of the military they are covering to get to the front. For the U.S. press, that requires relationships and credibility at the Pentagon.
Early in 2025, Hegseth ordered major news organizations to give up their desks in the Pentagon press room to MAGA favorites. NPR’s desk went to Breitbart News. Roaming the hallways, where reporters sometimes found sources who would deviate from the company line, became verboten.
Eventually, the area in the Pentagon where reporters were allowed was circumscribed to a single corridor outside the press room – even though the public affairs officers who worked most closely with reporters were in an office on the other side of the 6½-million-square-foot building.
Then Hegseth conditioned the issuance of press credentials on reporters, effectively giving military brass the right to censor or sanitize their reports.
As a result, almost the entire Pentagon press corps, which included outlets ranging from The Associated Press to The New York Times to Fox News and USNI News, which covers the Navy, moved out of the building in October 2025. Some have been invited back for the press briefings Hegseth and Gen. Dan Caine, chairman of the Joint Chiefs of Staff, have begun to give on progress of the battle in Iran.
But after the first of these briefings, the Pentagon abruptly banned photographers from attending, reportedly because Hegseth’s staff found some of their images of him to be unflattering.
Secretary on defense
Gone are the off-camera “background” briefings where Department of Defense brass could give trusted reporters greater context and nuance for battlefield decisions. Gone are the impromptu hallway meetings where reporters have, with luck or persistence, picked up information that deviates from an administration’s agreed-upon script.
Also not in evidence, at least not so far: the deployment of the kind of journalistic embed program that the Pentagon used during the Iraq war to give the American people an up-close look at troops in the conflict zone.
How might that affect what you, the public, gets to know? It was a combination of an anonymous tip and insider access that led the legendary investigative reporter Seymour Hersh to break the devastating story of My Lai, the American soldiers’ massacre of civilians during the Vietnam War.
At the made-for-TV briefings he does hold, Hegseth devotes most of the session to questions from outlets such as the Epoch Times, The Daily Caller and LindellTV – owned by Mike Lindell, the head of the well-known pillow company.
At one recent briefing, one of the favored new cadre tossed Hegseth a shameless softball. Referring to American troops in the Middle East, the questioner asked: “What is your prayer for them?”
Yet as hostilities drag on, even some among Hegseth’s chosen press corps have begun to ask irksome questions about the war. The normally Trump-friendly Daily Caller ran a less-than-flattering piece about the president berating a reporter for asking about troop deployments.
On March 4, 2026, Hegseth accused journalists of focusing on war casualties to make “the president look bad.” On March 13, Hegseth castigated as “more fake news” CNN’s report that the Trump administration had underestimated the impact of the war on shipping traffic in the Strait of Hormuz.
“The sooner David Ellison takes over that network, the better,” Hegseth concluded, adding fuel to the speculation that a Trump supporter who won a bidding war for CNN’s corporate parent is going to turn the network into a more administration-friendly outlet.
Soon after, Federal Communications Commission chairman Brendan Carr threatened network broadcast licenses over coverage critical of the administration’s conduct of the war. Echoing Carr’s threats the next day: the president himself.
‘Be a Marine’
The Trump administration is not alone in its disdain for a free press: Israel has long been notorious for restricting press access from areas where it is conducting military operations.
Leaders of the theocratic Iranian regime are even worse; the country is cited by press freedom advocate Reporters Without Borders as “one of the world’s most repressive countries in terms of press freedom.”
But the United States has historically distinguished itself by making freedom its calling card, even – or perhaps especially – in wartime.
“The news may be good, or bad. We shall tell you the truth,” Voice of America, a U.S. government-launched radio network, promised – in German – in its very first broadcast to Nazi Germany in 1942.
Now, however, the Trump administration, is busy trying to undermine the editorial independence of Voice of America, which broadcasts news to countries that don’t have a free press.
Pentagon reporters are continuing to find ways to get around the propaganda. NPR’s Tom Bowman told me that he takes inspiration from a pep talk he overheard a military source deliver to another reporter crestfallen over the lack of access.
“Quit whining and be a Marine,” the official said. “Go over, under or around the obstacle. Find a way to do it.”
Most reporters and their organizations are doing just that, finding sources outside the administration, like the ones in Congress who told The Hill how much money the war is costing taxpayers per day. And they’re continuing to get information from sources on the inside, like the ones who told The Wall Street Journal that Trump’s military advisers warned him that Iran might block the Gulf of Hormuz, but that he opted for war anyway.
So far, neither Hegseth’s obstacle course nor threats from the White House and the FCC have stopped the press from reporting stories or asking questions that the administration would rather not see or hear.
But restrictions on press freedom have a corrosive effect. We already have seen how Trump, using lawsuits and licensing threats, has used his power to make corporate media owners think twice about pursuing news he doesn’t like.
Seasoned Pentagon reporters will still find ways to get to sources they already have. But Hegseth’s tactic of blocking press access to the military keeps reporters from developing new sources and keeps new reporters from building the relationships they need to become seasoned Pentagon reporters.
Americans have long been able to understand the triumphs and tribulations of American troops at war, and to make intelligent decisions about whether they approve of a war’s cost, because a free press has been able to tell the story – good or bad. That tradition is now at risk.
Kathy Kiely is Professor and Lee Hills Chair of Free Press Studies at the University of Missouri-Columbia
Filed Under: defense department, dod, journalism, pete hegseth, propaganda
Tech
Recreating One of the First Hackintoshes

Apple’s Intel era was a boon for many, especially for software developers who were able to bring their software to the platform much more easily than in the PowerPC era. Macs at the time were even able to run Windows fairly easily, which was unheard of. A niche benefit to few was that it made it much easier to build Hackintosh-style computers, which were built from hardware not explicitly sanctioned by Apple but could be tricked into running OSX nonetheless. Although the Hackintosh scene exploded during this era, it actually goes back much farther and [This Does Not Compute] has put together one of the earliest examples going all the way back to the 1980s.
The build began with a Macintosh SE which had the original motherboard swapped out for one with a CPU accelerator card installed. This left the original motherboard free, and rather than accumulate spare parts [This Does Not Compute] decided to use it to investigate the Hackintosh scene of the late 80s. There were a few publications put out at the time that documented how to get this done, so following those as guides he got to work. The only original Apple part needed for this era was a motherboard, which at the time could be found used for a bargain price. The rest of the parts could be made from PC components, which can also be found for lower prices than most Mac hardware. The cases at the time would be literally hacked together as well, but in the end a working Mac would come out of the process at a very reasonable cost.
[This Does Not Compute]’s case isn’t scrounged from 80s parts bins, though. He’s using a special beige filament to print a case with the appropriate color aesthetic for a computer of this era. There are also some modern parts that make this style computer a little easier to use in today’s world like a card that lets the Mac output a VGA signal, an SD card reader, and a much less clunky power supply than the original would have had. He’s using an original floppy disk drive though, so not everything needs to be modernized. But, with these classic Macintosh computers, modernization can go to whatever extreme suits your needs.
Thanks to [Stephen] for the tip!
Tech
How We Test Cordless Vacuums
We test all sizes and shapes of vacuums here at CNET. From lightweight cordless alternatives to increasingly advanced robot vacuums, we’ve put hundreds of models across every category through their paces. Our cordless vacuum testing takes place at the CNET test lab in Louisville, Kentucky. Each cordless vacuum goes through a gamut of tests across different flooring types, along with evaluations of features, battery life and overall usability. Here’s how we do it.
How we test cordless vacuum cleaners at CNET
All the vacuums on CNET’s best lists are tested and evaluated in our state-of-the-art test labs. CNET Testing Labs go beyond product specifications to test in real-world conditions with real-life messes. Over the years, our experts have tested 50 cordless vacuums and counting.
Here’s a breakdown of how we measure cordless stick vacuum performance.
We test the vacuums on both hardwood and two diffrent types of carpet.
Cordless vacuum scoring methodology
The main test we use on all vacuums is a straight-line test across different flooring types (hardwood floors, low-pile carpet and midpile carpet). The test involves vacuuming at a standard suction level, along with calculations to ensure it’s fair for all the models that pass through our lab.
Our process is closely aligned with the standard established by the International Electrotechnical Commission. The goal of a straight-line test is to measure what percentage of dirt the vacuum is capable of picking up. We use play sand and pet hair as our primary test materials, along with our dust area adjuster to measure how much we disperse on the floor.
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| Subrating category | Weight | What we look for | |||||
|---|---|---|---|---|---|---|---|
| Performance | 30% | Performance score extrapolated from the average sand score on hard flooring, low-pile carpets and midpile carpets. | |||||
| Value/price | 25% | Retail price rating considering all other features. Does this price seem fair for the value offered? | |||||
| Running time | 20% | How long does the battery last when cleaning at medium setting? (No ECO, turbo, MAX, etc.) | |||||
| Features | 15% | Overall comfort and handling of the product (e.g. weight, comfortable grip handle). | |||||
| UX (Comfort, ease of use) | 10% | UX – All aspects of comfort. Does it have a good grip/handle? Is it heavy to operate/lift? How easy is the setup? Does it come with smart home functionality? Smartphone app? Voice assist? |
Awarding the highest performers
The Eureka ReactiSense 440 costs just $180 but offers the best performance we’ve seen in a cordless vacuum.
After running all the tests below, we award the best cordless vacuums an Editors’ Choice or a lab award in the category where they excel. Most recently, the Eureka ReactiSense 440 earns our lab award for the best suction on carpet at 98.53% sand pickup from low-pile carpet and 92.16% from midpile carpet. It also earns an Editors’ Choice award for its unbeatable value as our best overall cordless vacuum. Similarly, the Dreame Z30 earns not one, but two separate lab awards; it excels in multiple categories across our lab testing. It takes both our lab award for the longest battery life at 110 minutes and the highest suction score on hardwood at 98.77%.
Inside CNET’s Testing Labs: How we test cordless vacuums and why the sand scores matter
Our team of experts and engineers uses play sand to mimic dirt and dust. Each vacuum is tested on a low-pile carpet, midpile carpet and a hard surface with play sand. This test reveals exactly how much physical debris a vacuum is able to pick up off the floor.
Sand pickup
Our rig to distribute soil across the test bed.
Using the dust area adjuster (what we use to disperse sand or pet hair onto the floor), we subtract one inch from the measured nozzle width to give the stick vacuum ample coverage and opportunity to pick up all debris on the carpet or hardwood. We use different nozzle widths and amounts of debris based on the floor sample size and square footage.
During testing, we set controls to ensure each vacuum undergoes the same test. For example, each vacuum is set to the same nozzle width, and we measure and lay down the exact same amount of debris each time.
We test on both low-pile and midpile carpet to see how well cordless vacuums are able to remove sand from them.
At minimum, we conduct three cleaning runs on each floor type. We rerun test cycles if there’s an obvious outlier among the three tests, such as one result that’s much higher or lower in pickup percentage. We also conduct separate cleaning tests with pet hair (acquired from a nearby groomer) on each surface type, photographing and visually evaluating how much pet hair, if any, remains after running the vacuum over it.
We weigh the dustbin before and after each run. From there, we can calculate the percentage of debris pickup for every cleaning run and the average amount of soil a vacuum manages to remove.
Pet hair
We measure a precise amount of pet hair to evaluate pickup performance, but use before-and-after visuals to assess results instead of weighing the dustbin.
Our pet hair test is the simplest. We use 2 grams of pet hair sourced from a local groomer, spread across each test bed, and take before-and-after photos for visual comparison.
For pet hair, we don’t weight the pet hair after the test; we use before and after pictures of the cleaning run to subjectively evaluate the effectiveness of the cordless vacuum at picking up pet hair.
Cordless vacuum battery life and running time
We test battery life by running the vacuum on standard suction until it’s drained.
To test battery life, we fully charge the vacuum battery, then run it on the medium setting until it drains, avoiding Max or Eco modes. We repeat the test three times and average the results. The longer the duration, the better the score. Most of the vacuums on our list have a battery life of 25 to 40 minutes before needing another charge, although many models are starting to offer higher-capacity batteries with running times of 60 minutes per charge.
Several of the vacuums we’ve tested can do even better, including the Shark Stratos (80 minutes) and Dreame Z30 (110 minutes). In truth, needing more than 40 minutes for a single vacuuming session is rare, and the prevalence of charging docks makes it easy to recharge between cleaning runs.
With its 110 minutes tested cleaning time, the Dreame Z30 is a great option for large homes.
Most cordless vacuums we recommend now feature replaceable batteries, so you can buy an extra if you need more runtime or are concerned about battery degradation over time.
Several of the graphs below show the relationships we discovered in our study between battery life and suction, battery life and price and battery life and weight. A recent lab data study revealed that most cordless vacuums with stronger suction power also have a shorter battery life. Even so, you don’t need to spend a lot to get a high-performing vacuum.
Cordless vacuum warranties
Using the Shark Stratos in the test lab on hardwood flooring gave us impressive scores for sand pickup.
Cordless vacuum warranties vary by manufacturer and model, but the majority of models we’ve tested offer at least a year of coverage, and many offer two years. The best warranty we’ve seen comes from SharkNinja, which offers a five-year limited warranty on its cordless vacuums. A longer warranty period is good because it means your vacuum is covered if a part breaks or something is defective.
Filters and air quality
Most cordless vacuums have a filter that prevents dust from being blown back into the room while you’re vacuuming. Most of the best cordless vacuums come with replaceable HEPA filters (commonly found in air purifiers) that can filter particles as small as 0.3 microns, while cheaper models may have a more basic cloth filter. One recent innovation we’re seeing from SharkNinja is the incorporation of an anti-allergy seal and anti-odor capsules that help keep your vacuum and dustbin from developing odors, though this requires odor-releasing pods that add extra cost.
User experience (ease of use and comfort)
The Aero base station charges the vacuum and self-empties it into a 3.5-liter dust bag.
While it’s not a primary factor, the ease and comfort of using a cordless vacuum and emptying its dustbin still play a role. We consider this part of the overall user experience. We like cordless vacuums that can stand upright on their own and models with charging docks or self-emptying features, since both reduce the amount of maintenance required. Strong bonus points go to a vacuum docking station that empties dust into a bag rather than a bagless dust canister because it means that dust is less likely to get all over your newly vacuumed floors when you empty it into the trash.
What about handheld vacuums?
I obtained the vacuums in this test through retail purchases and manufacturer samples.
Most, if not all, of the cordless vacuums on this list can be broken down into handheld units, making them suitable for cleaning your car or upholstery. However, we use a slightly different testing methodology for handheld vacuums, so we recommend checking our recently updated list of the best handheld vacuums to see our recommendations for use cases ranging from cleaning cars to pet hair. Plus, many handheld vacuums weigh as little as 1.2 pounds, putting them in a different weight category from these cordless vacuums.
Other features
The Shark Stratos has useful LED headlights to help it find dust.
As new cordless stick vacuum models emerge, we’re seeing the ability to detect dirt types and floor types and adjust suction power accordingly. “This means that when a large amount of dirt is detected, suction increases and when less dirt is present, suction decreases,” says CNET’s lab engineer Gianmarco Chumbe. Chumbe, who’s been testing home tech products at CNET labs for eight years, says the latest vacuum tech can sense floor type and adjust suction power accordingly. “The main benefit of this feature is increased battery efficiency, resulting in a more effective and longer-lasting cleaning experience.”
Consumers shopping for vacuums today, Chumbe says, should consider the cost-to-value ratio. “Ask yourself, does the price justify the performance, features and comfort it offers?” CNET writers and editors use price and value in our vacuum scoring precisely for this reason.
Cordless vacuum weight, size and bin capacity
The PencilVac rollers are designed to eject hair to avoid tangling.
Most of the cordless vacuums we tested weigh between 4 and 8 pounds. When a vacuum weighs 10 pounds or more, we consider it unwieldy. Most of the vacuums on this list were also very similar in height and overall size. They also come with accessories that can be attached and detached to give you flexible cleaning options. For instance, a common tool is a crevice-cleaning attachment that lets you fit the vacuum nozzle into tight spaces and corners where a larger brush head can’t reach.
For the dustbin size, we consider anything of 0.6 liters or bigger to be good. Generally, anything less than 0.5 liters will require you to empty it after every cleaning session. A large dustbin means you can go longer without emptying. However, if the cordless vacuum comes with a self-emptying charging dock, it can often store dust and debris for 30 days or more, minimizing the amount of dust you’re faced with when vacuuming.
Tech
GeForce Now streams Apple Vision Pro faster & better than to Meta headsets
Nvidia’s recent update to GeForce Now enables a better gaming experience on Apple Vision Pro than any other headset. Here’s what’s changed with the game streaming service.

Apple Vision Pro is compatible with Nvidia GeForce Now
While you can play games on the Apple Vision Pro, it is also possible to play PC games on the headset too. However, with services like Nvidia GeForce Now, you can do it without needing a PC in the first place.
In the latest updates to the service, Nvidia has made it better for Apple Vision Pro users to play games piped through their Internet connection from servers. The update added a higher resolution and a much faster refresh rate.
Continue Reading on AppleInsider | Discuss on our Forums
Tech
Mantis Biotech is making ‘digital twins’ of humans to help solve medicine’s data availability problem
Large language models trained on vast datasets could speed genomics research, streamline clinical documentation, improve real-time diagnostics, support clinical decision-making, accelerate drug discovery, and even generate synthetic data to advance experiments.
But their promise to transform biomedical research often runs into a bottleneck: beyond the structured data healthcare relies on, these models struggle in edge cases like rare diseases and unusual conditions, where reliable, representative data is scarce.
New York-based Mantis Biotech claims it’s developing the solution to fill this data availability gap. The company’s platform integrates disparate sources of data to make synthetic datasets that can be used to build so-called “digital twins” of the human body: physics-based, predictive models of anatomy, physiology, and behavior.
The company is pitching these digital twins for use in data aggregation and analysis. These digital twins could be used for studying and testing new medical procedures, training surgical robots, and simulating and predicting medical issues or even patterns of behavior. For example, a sports team could predict the likelihood of a specific NFL player developing an Achilles heel injury based on their recent performance, training load, diet, and how long they’ve been active, Mantis’ founder and CEO Georgia Witchel explained to TechCrunch in a recent interview.
To build these twins, Mantis’ platform first takes data from a variety of sources such as textbooks, motion capture cameras, biometric sensors, training logs and medical imaging. Then, it uses an LLM-based system to route, validate, and synthesize the various data streams, and runs all that information through a physics engine to create high-fidelity renders of that dataset, which can then be used to train predictive models.
“We’re able to take all these disparate data sources and then turn them into predictive models for how people are going to perform. So anytime you want to predict how a human being is going to be performing, that is a really good use case for our technology,” Witchel said.
The physics engine layer is key here, Witchel told TechCrunch, because it helps the platform enhance the available information by grounding the generated synthetic data and realistically modeling the physics of anatomy.
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“If I asked you to do hand-pose estimation for someone who is missing a finger, it would be really, really hard, because there are no publicly available datasets of labeled hand positions of someone who is missing a finger. We could generate that dataset really, really easily, because we just take our physics model and we say, remove finger X, regenerate model,” she said.
Since Mantis’ platform fills gaps in data sources, Witchel thinks there’s potential for it to be used widely across the biomedical industry, where information on procedures or patients can be difficult to access, is unstructured or siloed into various sources. She stressed edge cases or rare diseases, where data is hard to obtain since there are often ethical and regulatory constraints around including patients’ data in public datasets, or using it for training AI models.
“You know how when you see a three-year-old running around, and they have a Barbie, and they’re holding it by one leg and smashing it against a table? I want people to have that mindset with our digital twins,” she said. “I think that’s going to open up people to this idea that humans can be tested on when you’re using virtual humans. I feel currently, people operate with the exact opposite mindset, which totally makes sense, because people’s privacy should be respected. In fact, I don’t really think people’s data should be exploited at all, especially when you have these digital twins.”
For now, Mantis has seen success in professional sports, presumably because there is a need to model high-performing athletes. Witchel said one of the startup’s main clients is an NBA team.
“We create these digital representations of the athletes, where it basically shows here’s how this athlete has jumped, not just today, but for every single day in the past year, and here’s how their jumps are changing over time compared to the amount that they’re sleeping, or compared to how many times they lift their arms above their head,” she explained.
The startup recently raised $7.4 million in seed funding led by Decibel VC, with participation from Y Combinator, a few angel investors, and Liquid 2. The funding will be used for hiring, advertising, marketing and go-to-market functions.
The next step for Mantis, Witchel said, is to continue building out the tech, and eventually release the platform to the general public, targeting preventative healthcare. The company is also working to cater to pharmaceutical labs and researchers working on FDA trials, aiming to deliver insights into how patients are responding to treatments.
Tech
Apple will hide your email address from apps and websites, but not cops
Apple has provided federal agents with the real identities of at least two customers who used one of the company’s privacy features designed to mask their email addresses from apps and websites.
“Hide My Email” is a feature that allows paying Apple iCloud+ customers to generate anonymous email addresses that forward messages to a person’s private email address. Apple says it does not read messages that are forwarded. But the court documents show that this email privacy feature will not prevent law enforcement from discovering who owns an anonymous iCloud address.
According to court records seen by TechCrunch, the FBI requested records from Apple earlier this month as part of an investigation into an email allegedly threatening Alexis Wilkins, the girlfriend of FBI director Kash Patel, whose relationship with Patel has been widely reported.
“In response to a law enforcement request, Apple provided records indicating that [the Hide My Email address] is an anonymized email account associated with the Target Apple Account,” reads the affidavit for the search warrant, which was first reported by 404 Media (via Court Watch).
Apple provided the account holder’s full name and email address, as well as records for 134 anonymized email accounts created using Hide My Email.
TechCrunch has seen a second search warrant, in which Apple turned over information about another customer in response to a request from federal agents with Homeland Security Investigations, a unit within ICE. The search warrant sought records from Apple during an investigation into an alleged identity fraud scheme. An HSI agent, citing “records received from Apple” in January 2026, noted that the alleged fraudster had created several anonymized email addresses through Hide My Email across multiple Apple accounts.
Apple touts much of its iCloud service as end-to-end encrypted, meaning that nobody other than its customers can access their own data, not even Apple. But not all customer information is beyond law enforcement’s reach, including information Apple stores about its customers, such as their names, where they live, and their billing information, as well as unencrypted information, such as emails.
The ability for law enforcement to access this information also underscores the privacy limitations of emails; the vast majority of emails sent, even today, are not encrypted and contain plaintext information needed to route messages around the world.
As such, demand for end-to-end encrypted messaging apps, like Signal, has ballooned in popularity in an effort to protect private data from both surveillance and malicious hackers.
A spokesperson for Apple did not respond to a request for comment.
Tech
This is a 3D-Printed Macintosh That Apple Never Built

An old Macintosh SE motherboard was sitting in a workshop gathering dust when its owner had a change of heart. Flipping through some early 90s magazines and a book that This Does Not Compute had held onto for decades, he found himself reading about mail order Mac builds that hobbyists had been quietly assembling from catalog parts, earning the nickname Cat Macs for exactly that reason. They offered a way to get into Apple hardware without paying full retail, and the idea stuck with him. This time around he would do something similar, but with a 3D printer doing the heavy lifting.
A community designer named GutBomb had already created a compact case designed to fit the SE motherboard, broken into pieces manageable enough for most printers to handle while still fitting everything neatly inside. The timing worked out well, as a new Prusa Core One L printer arrived just when it was needed, with a bed large enough to print the main top and bottom sections in single runs of around ten hours each. Once assembled, the seams all but disappeared and the lines matched the curves and vents of the original Mac with surprising accuracy.
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Getting the color correct matters more than you might think. The idea was to replicate the exact beige of the first Macs, rather than the brilliant white or yellowed tone that can detract from a retro design. A unique provider provided exactly what was needed in the form of Retro Platinum PLA, and the printed surfaces were smooth with cleanly removed supports. Heat set inserts were installed with a soldering iron to give firm threaded points for the screws, keeping everything fastened together without placing any strain on the plastic.

A compact adapter board from Joe’s Computer Museum, built around a Raspberry Pi Pico, handled both power and video in one unit, taking a standard ATX supply and converting the board’s video output to a clean VGA signal without eating up too much internal space. An original floppy drive and a Blue Scuzzy SD card emulator took care of storage, keeping the experience feeling authentic. Everything was cabled neatly behind a custom rear panel with ports for power, video, and the classic reset switch sitting right where you would expect them.

A simple 36-watt adapter provided all of the power required, and the system booted directly into System 7.0.1 after a brief change to the SD card image. Four megabytes of RAM was more than enough to run old games like Shufflepuck Cafe on a 15-inch LCD monitor, and it worked flawlessly. The video output was a pristine 1024 by 768 resolution, double the original Mac’s native output, which kept the interface clear and readable. The beige of the printed shell and the white of the monitor blended in nicely without clashing, which was a relief given how important color balance is on a retro build.
Tech
This year’s Xbox Games Showcase is set for June 7
Microsoft has confirmed exactly when this year’s Xbox Games Showcase will take place. It will air at the usual time, 1PM ET on the Sunday (June 7) of Summer Game Fest weekend. In recent years, the company has offered a deeper dive into one particular game straight after the showcase, and it’s sticking to that format this time with a closer look at Gears of War: E-Day.
The showcase and Gears of War: E-Day Direct will be available in more than 40 languages, including American Sign Language and British Sign Language. A stream with English audio descriptions will be available as well. You can watch it on several of Xbox’s various social channels, including YouTube, Twitch and Facebook.
This is typically Xbox’s biggest showcase of the year. It will be the first Xbox Games Showcase with Asha Sharma at the helm of Microsoft’s gaming division. Perhaps we’ll hear some more details on the next Xbox (aka Project Helix), which is confirmed to be a system that will run PC games — much like the upcoming Steam Machine.
Along with more details about a brand-new Gears of War game, it seems likely that we’ll learn the release date for Fable during the Xbox Games Showcase. That game is slated to arrive this fall.
We don’t yet have exact release dates for Minecraft Dungeons 2 or Halo: Campaign Evolved, a remake of the first Halo game’s campaign. Those are scheduled to debut this year as well, so they seem like prime candidates for showcase appearances. Microsoft also has Clockwork Revolution, State of Decay 3, OD (from Kojima Productions) and something new from Toys for Bob in the hopper.
In addition, Microsoft is promising the return of Xbox FanFest, an in-person fan event, to help mark the brand’s 25th anniversary. Sharma confirmed this will take place in Los Angeles, where all of the Summer Game Fest events are going down. “This year’s experience will include a look back at the last 25 years, alongside a forward view of what’s next,” according to an Xbox Wire blog post.
Tech
CachyOS emerges as a fast, gaming-ready Arch Linux OS alternative
CachyOS is a performance-driven Arch Linux-based distribution that’s been grabbing attention lately as more gamers and power users highlight its speed and polished out-of-the-box experience. As Linux gaming continues to gain momentum and become a bigger talking point, CachyOS is increasingly being mentioned as a go-to choice for users who want cutting-edge software without sacrificing responsiveness or control.
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