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Child Care Costs More than Rent in Most Metro Areas. Why Can’t We Fix That?

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When it comes to the affordability crisis in child care, Lenice Emanuel says that it’s forcing families to take a hard look at their budgets — no matter their income level.

But as child care costs surpass the price of rent in some areas, those money choices are even more extreme for folks on the margins, explains Emanuel, executive director of the Alabama Institute for Social Justice.

“They’re gonna say, ‘We had to make a decision whether my husband stays home or I stay home because we both work, and we still can’t afford to pay the mortgage and child care,’” Emanuel says. “It’s just exacerbated for marginalized people, because they were already contending with deprivation, so these issues are just basically compounding what they were already dealing with. That’s why this is like a national crisis at this point.”

A recent analysis of the 100 largest U.S. metro areas found that the cost of child care for a family with two young children is more expensive than the average rent in each respective market.

Care for one child costs, on average, about 25 percent less than rent, according to the data from LendingTree. That changes with the addition of a second child, pushing child care costs up to more than double that of the average rent for a two-bedroom apartment in markets like Omaha, Nebraska, and Milwaukee, Wisconsin.

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The numbers are much the same as they were last year, according to the analysis, with average rent prices increasing slightly. The national average price tag of care for one child has increased by about $3,700 since 2017, coming to about $13,100 per year in 2024.

Despite rising costs, child care workers are not feeling those increases reflected in their paychecks. It’s a sector that continues to struggle with thin margins, low wages, retaining workers and insufficient subsidies.

Managing Costs

Child care providers are caught between a rock and a hard place when it comes to deciding how to price their services, says Tyrone Scott, director of government and external affairs at First Up, an early childhood education advocacy group in Pennsylvania.

That’s because they’re trying to keep prices low enough for families to afford, which can be a struggle even with public-dollar subsidies, while paying their staff fairly. Scott says that the average wage for child care workers is $15 per hour in Pennsylvania, which is not enough to compete with big box retailers and convenience stores that offer a starting rate of $17 or more with no experience or degree required.

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“The Wawa near me has a $5,000 signing bonus,” Scott says of the retail chain. “If you are a high school student who just graduated, you can get $5,000 and start at $21 an hour where I’m at. So you are doing much better than our teachers, which is really problematic, obviously.”

Inflation is another factor squeezing child care providers, Scott says, increasing the price of everything the food stocked in the kitchen to liability insurance — with some child care providers reporting that their insurance expenses have tripled. Those centers have to choose between eating the costs and taking in thinner margins or passing them along to parents by raising prices.

Jasmine Bowles, executive state director of 9to5 Georgia, says Georgia’s child care system has long been underfunded — despite politicians’ crowing about the state’s billions of dollars in budget surplus funds. Administrative delays in state reimbursements to child care providers also force them to go without, she says, to ensure the learners in their care have everything they need.

“When our care providers receive their class of students for the day, those babies still eat, even if [the providers] haven’t been paid from the state for a month or more,” she says. “This really manifests itself in housing, food, and health insecurity for the very caregivers that our communities depend on.”

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Emanuel says that Alabama’s formula for calculating how much of child care costs the state will subsidize doesn’t accurately reflect the cost, which leaves providers to figure out how to make up the difference. Those costs are often passed on to parents, but Emanuel says providers also apply for grants or take second jobs to keep their centers running.

“Because of the way the market rate survey dictates the reimbursement rates, a parent could be paying $400, but it’s actually costing the provider $900 a month for child care,” she explains. “Many of these women do child care full time, and they actually have side hustles in order for them to be able to provide child care.”

Child care providers are not spared from rising costs for their own kids, Emanuel says. One provider in her state reports paying 80 percent of her own income for care for her own children.

The Attitude Factor

With the widespread challenges in child care affordability, experts say that one barrier to getting more state funding to address the problem is both the public’s and lawmakers’ perception of child care — including who should be doing the caring.

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“I think there is some old school mentality in some legislators that still believes children should be at home with their mothers — specifically mothers. Not fathers even, but mothers,” Scott says. “That’s not the reality for a lot of families, whether you’re talking to a two-parent family or a single-parent family — most children need every available adult in the workforce to make ends meet. So there’s this myth that people don’t want to care for their own kids, or whatever, for lack of a better term, sexist trope that people put on.”

Scott and Emanuel both say that there are large swaths of the public who don’t see the benefit of their states subsidizing child care, be it support for working parents or the advantages of giving kids a strong start in their education.

“I think that a lot of times in this state, people see child care as, ‘You had the child, it’s your responsibility to pay for child care,’” Emanuel says. “But if the pandemic didn’t teach us anything else, it taught us that it is critical infrastructure because, without child care, people are not able to go to work.”

Scott says one alliance that has helped get their message across is help from Pennsylvania chambers of commerce, who can describe how the lack of affordable child care options interferes with employees’ ability to stick to their work schedules.

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Emanuel says there’s another aspect of the debate over child care funding that can’t be ignored: who is doing the work.

Many Alabama child care centers are run and staffed by Black women, she says, whose labor has a long history of being undervalued. For child care providers, Emanuel says that means they are seen as babysitters rather than educators.

“A lot of the morale of these women is often times just diminished because everything about the system in child care, it’s saying to them repetitively that, ‘We don’t value you,’ and ‘You aren’t important,’” Emanuel says, “because when you do value a thing, then you’re going to tie the resources and the infrastructure in place to ensure a specific end.”

Bowles echoed Emanuel’s sentiments in Georgia, saying that the state’s historical reliance on unpaid labor is a factor in the undervaluing of child care work. There’s a disconnect between, she says, the desire of lawmakers to make the state appealing to businesses and policies that make life easier for workers — like affordable child care, health care and food.

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Beyond her role as an advocate, Bowles also has the perspective of someone who sits on the board of directors for her local school district in Georgia. After the start of the coronavirus pandemic, she had a front row seat to how schools grappled with students losing ground in their academic and social skills when in-person classes restarted.

“When we get our young people in the class, we start to see the impact of those learning gaps, and I think that was most keen in our earliest learners,” Bowles says. “My district in particular has started to rethink a traditional public school district’s responsibility for [early childhood education]. We’re also starting to incorporate more pre-K classrooms, because it really is becoming the responsibility of all of us, not just day care centers, to close these gaps.”

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Today’s NYT Strands Hints, Answer and Help for Feb. 7 #706

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


Today’s NYT Strands puzzle is especially tricky, as a variety of words could fit the theme. Some of the answers are difficult to unscramble, so if you need hints and answers, read on.

I go into depth about the rules for Strands in this story

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If you’re looking for today’s Wordle, Connections and Mini Crossword answers, you can visit CNET’s NYT puzzle hints page.

Read more: NYT Connections Turns 1: These Are the 5 Toughest Puzzles So Far

Hint for today’s Strands puzzle

Today’s Strands theme is: Boo-o-o-o-ring

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If that doesn’t help you, here’s a clue: Zzzz… not very exciting.

Clue words to unlock in-game hints

Your goal is to find hidden words that fit the puzzle’s theme. If you’re stuck, find any words you can. Every time you find three words of four letters or more, Strands will reveal one of the theme words. These are the words I used to get those hints but any words of four or more letters that you find will work:

  • HIND, DATE, DRUM, MOST, CHIN, PAIN, RAIN, NOSE, TOME, TOMES

Answers for today’s Strands puzzle

These are the answers that tie into the theme. The goal of the puzzle is to find them all, including the spangram, a theme word that reaches from one side of the puzzle to the other. When you have all of them (I originally thought there were always eight but learned that the number can vary), every letter on the board will be used. Here are the nonspangram answers:

  • DULL, DREARY, HUMDRUM, MUNDANE, TIRESOME

Today’s Strands spangram

completed NYT Strands puzzle for Feb. 7, 2026.

The completed NYT Strands puzzle for Feb. 7, 2026.

NYT/Screenshot by CNET

Today’s Strands spangram is WATCHINGPAINTDRY. To find it, start with the W that’s three letters up from the bottom on the far-left row, and wind up, across and down.

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Toughest Strands puzzles

Here are some of the Strands topics I’ve found to be the toughest.

#1: Dated slang. Maybe you didn’t even use this lingo when it was cool. Toughest word: PHAT.

#2: Thar she blows! I guess marine biologists might ace this one. Toughest word: BALEEN or RIGHT. 

#3: Off the hook. Again, it helps to know a lot about sea creatures. Sorry, Charlie. Toughest word: BIGEYE or SKIPJACK.

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Insta360 Ace Pro 2 Xplorer Grip Pro Kit Review: An Even Better Action Camera

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The final exposure control feature is one I use a lot, and it’s exposure compensation. This works with the auto exposure and can be used to combat the tendency to go too slow with the shutter speed be forcing the Ace Pro 2 to underexpose the image. The exposure comp here is the best among action cameras, running from –4 stops to + 4 stops in ⅓-stop increments. I set the Xplorer Grip to control EV, so when I am in auto mode, the dial is an exposure comp dial just like “real” camera. (The dial can also be set to control ISO, shutter speed, shooting mode, filter selection, and white balance.)

Even better, if you’re in manual mode and you want to go back to auto, the first click of the dial will open the side panel, the second will switch from manual to auto, the third will start adjusting your exposure value. This is a really fast way to get from a carefully composed exposure back to full auto without needing to get into the touchscreen menus.

The final thing worth mentioning is the included Leica color profiles. If you haven’t updated your firmware recently, you should. Insta360 has added a few more of these. Because I shoot RAW, I don’t use these much, but as color profiles go these are great, especially the new Leica high-contrast black and white, which is what I’ve been using most of the time. This way I get a black-and-white JPG and a full-color RAW file.

To be honest, I did not have high hopes for the Xplorer Grip Pro Kit. For me, action cameras have primarily been for shooting around water, and while that still works with the bare camera, it doesn’t with the grip. However, I was pleasantly surprised using the Ace Pro 2 with the Xplorer grip as an everyday camera.

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I would say it’s best thought of as a compliment to your existing “real” camera. It’s not going to replace your interchangeable lens camera. It could replace your point-and-shoot, but I haven’t done that, because sometimes I want a pocket camera with a 28mm lens. Instead, the Ace Pro 2 with the grip has become an extra camera that I bring along when I want a wide angle or fisheye look and don’t feel like lugging a big, heavy, fast, full-frame, ultrawide lens.

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Raspberry Pi 4 variant gains second DRAM chip as memory shortage persists

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Raspberry Pi recently unveiled a new revision of the Raspberry Pi 4 Model B board. The single-board computer now comes in a “Dual RAM” variant, PCN 45, which adds a second DRAM module while maintaining near-full compatibility with existing software and accessories. The change reflects the current state of the…
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3D-Printed Bicycle Drivetrain Shows What Happens When You Have Gears Without a Chain

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3D-Printed Bicycle Drivetrain Gears
Sergii Gordieiev, the engineer behind “The Q,” is the mastermind behind some incredibly unique innovations, such as transforming regular bicycles into something entirely different. His new project involves disassembling a basic bike, removing the chain and derailleur, and replacing them with a chain composed of 3D printed gears. The end result is a stripped-down single-speeder that delivers power directly from the crank to the wheel, with no sign of chain slap or rattling worn chains.



Gordieev starts with a conventional bike, removes the chain, derailleur, and everything else, and then installs a one-of-a-kind spur gear combination created with Fusion 360. The drivetrain consists of a large gear that connects to the crank arms (where the chainring would normally be), as well as a series of smaller idler gears that fill the gap between the crank arms and the back wheel. Others have used three 16-tooth idler gears, but Gordieiev has opted for a series arrangement, which is simpler and more reliable.

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3D-Printed Bicycle Drivetrain Gears
All of these components, as well as the mounts and supports that keep them firmly in place even when things go hairy, were created using the same 3D printer: a Phrozen ARCO. The epoxy used for these parts is of high quality, so they’re far more likely to last, which is useful because they can withstand the full force of your cycling without squeaking.

3D-Printed Bicycle Drivetrain Gears
Gordieiev to go through a significant amount of trial and error to get the proper gear balance that will just function, smoothly, silently, and without the irritating slippage or backlash that comes with a regular chain. Getting everything to fit together in the first place is a real conundrum, because each gear must fit snuggly into an axle or bearing fastened to the frame, or the entire drivetrain will fly apart the moment you start pedaling.

3D-Printed Bicycle Drivetrain Gears
When the bike is up and running, it is evident that the entire concept works in the real world. Sure, the moving teeth are a little louder than a quiet-shifting chain, but they move smoothly and consistently. While the power transfer is silky smooth, with almost no play from a worn chain, it’s a single-speed design, so you’re trapped heading downhill at full speed.
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Apple iPhone 17 vs iPhone 16: Should you upgrade?

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Need a new iPhone but aren’t sure whether to opt for the latest iPhone 17, or to save a bit of money and get 2024’s iPhone 16? You’ve come to the right place.

While not all of us necessarily need the latest flagship smartphone, and opting for an older one is a great way to save money, many worry that there could be too much of a sacrifice. After all, smartphones are ingrained in our everyday lives so they need to be reliable.

With this in mind, we’ve compared our reviews of the iPhone 17 to the iPhone 16 so you can decide which handset to go for.

Otherwise, make sure you visit our list of the best smartphones and, if you aren’t yet sold on an iPhone, our best Android phones will offer our favourite alternatives.

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Price and Availability

The iPhone 17 has a starting RRP of £799/$799, which is unsurprisingly more expensive than its younger sibling. However, it’s worth noting that this price is for the 256GB-sized handset.

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In comparison, while the iPhone 16 starts at a cheaper £699/$699, this is for a much smaller 128GB-sized handset. In fact, if you want to upgrade to 256GB, then its RRP rises to more than the iPhone 17, at £899/$899. 

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Design

  • Both the iPhone 17 and iPhone 16 share the same design
  • iPhone 17 is fitted with Ceramic Shield 2
  • Both include the Action and Camera Control buttons

Other than their colour selection, and the iPhone 17 being slightly bigger, there isn’t much difference between the two iPhone’s designs. Both sport the same flat edged, rounded corner design that was first introduced with the iPhone 12 – and this certainly isn’t a bad thing. Even so, there are a few tweaks with the iPhone 17 that although might not be visible, help make the handset feel more premium.

Firstly, the iPhone 17 sports Apple’s Ceramic Shield 2 protection on both the front and back, whereas the iPhone 16 is fitted with the older Ceramic Shield. Apple claims that Ceramic Shield 2 is more durable than its predecessor and should prevent micro-scratches from forming. Admittedly, we didn’t put the iPhone 17 through particularly wild tests to determine whether this is true, we still found that the panels remained scratch-free after prolonged use. 

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Otherwise, both the iPhone 17 and 16 have an IP68-rating and include the reprogrammable Action and Camera Control button.

Winner: iPhone 17

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Screen

  • iPhone 17 benefits from a 120Hz refresh rate while the iPhone 16 maxes out at 60Hz
  • The iPhone 17’s screen is slightly bigger at 6.3-inches
  • Both are OLED displays

Apple has finally taken the lead from the best Android phones (and even the majority of the best mid-range phones too) and introduced a 120Hz refresh rate to the iPhone 17. Coined ProMotion, the LTPO-enabled technology was previously reserved for its Pro models which was a huge bugbear for many. Instead, the iPhone 16 sports just a 60Hz refresh rate.

Using an iPhone 17Using an iPhone 17
iPhone 17. Image Credit (Trusted Reviews)

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As expected, the inclusion of ProMotion makes the iPhone 17 feel impressively smooth in both everyday use and when gaming too, especially in comparison to the iPhone 16. In fact, we hailed the iPhone 17 as having “the best screen yet on an entry-level iPhone”. 

Otherwise, the iPhone 17 is actually slightly bigger than the iPhone 16, at 6.3-inches compared to 6.1-inches. Even so, both panels are OLED and support HDR10 and Dolby Vision content.

Winner: iPhone 17

Camera

  • Neither handset has a dedicated zoom lens but include a 2x in-sensor zoom instead
  • Both have main and ultrawide rear lenses, but the iPhone 17’s are both 48MP
  • The iPhone 17 has an upgraded 18MP square selfie camera

Apple made many thoughtful improvements with the iPhone 17’s camera hardware. While we’d still recommend opting for the iPhone 17 Pro if you’re serious about photography, the iPhone 17 is a brilliant choice for most casual snappers.

While both the iPhone 16 and iPhone 17 are equipped with a 48MP main lens which deliver consistently sharp and detailed shots, the iPhone 17 benefits from a 48MP ultrawide whereas the iPhone 16’s is just 12MP. The difference, perhaps unsurprisingly, is enormous as we found the iPhone 17 delivers a big jump in overall resolution and better low-light shots too.

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Image captured on iPhone 17Image captured on iPhone 17
Captured on iPhone 17. Image Credit (Trusted Reviews)

One area which lets both the iPhone 17 and iPhone 16 down is the lack of dedicated zoom lens, like their Pro alternatives. Even so, both handsets are fitted with an in-sensor 2x zoom instead, which allows you to get closer without sacrificing quality and detail too. 

While the iPhone 16’s 12MP front lens is undoubtedly decent, the iPhone 17 boasts a welcome upgrade. Not only is the front camera 18MP but it’s now a square sensor which allows you to shoot portrait and landscape shots without actually having to rotate your phone. It may sound small, but it’s a seriously brilliant tweak.

Winner: iPhone 17

Performance

  • A19 vs A18 chips
  • The iPhone 17’s 120Hz refresh rate makes gaming and scrolling feel smoother
  • Apple has ditched the original 128GB storage option for 256GB with the iPhone 17

Although neither the iPhone 17 nor iPhone 16 are quite as powerful as their respective Pro siblings, both offer brilliant performance that’s enough for most users. In fact, unless you’re playing high-res AAA titles or editing multiple 4K video streams in LumaFusion, you’re unlikely to notice a difference.

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Powering the iPhone 17 is Apple’s A19 chip which, when paired with the 120Hz refresh, ensures apps open instantly, scrolling feels smooth and you can comfortably achieve high frame rates in games too. 

iPhone 16 screeniPhone 16 screen
iPhone 16. Image Credit (Trusted Reviews)

Instead, the iPhone 16 runs on Apple’s A18 chip and remains a capable smartphone – even over a year on. In fact, we found in our benchmarking tests that it doesn’t come that far behind the iPhone 16 Pro Max. The biggest nuisance with the iPhone 16 is that it caps out at a 60Hz refresh rate. Even so, if you’re coming from an even older phone, you’re unlikely to notice this too much. 

Winner: iPhone 17

Software

  • Both support iOS 26
  • New Liquid Glass interface is easy to use and, we think, looks great
  • Apple Intelligence remains an afterthought

When the iPhone 16 launched back in 2024, arguably one of the reasons to buy the phone was the promise of the vast Apple Intelligence toolkit. Unfortunately, nearly two years on, Apple Intelligence still hasn’t quite come into its own.

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Siri on iPhone 17Siri on iPhone 17
iPhone 17 Siri. Image Credit (Trusted Reviews)

Sure, Writing Tools is somewhat useful and Image Playground is fun for a while, but generally the AI toolkit fails to impress – especially when Gemini really does help to enhance the best Android phones. Essentially, with both the iPhone 17 and iPhone 16, we wouldn’t recommend buying either purely for Apple Intelligence. 

Otherwise, both the iPhones support iOS 26. Overall we don’t have many qualms with iOS 26 and find the software is polished, easy-to-use and feels familiar, even with the new Liquid Glass design. 

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Winner: Tie

Battery

  • Both offer all-day battery life
  • iPhone 17 benefits from faster 40W wired charging
  • Both support a max 25W wireless charging

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Apple has never boasted a strong reputation for battery life, especially when compared to many of the best Android phones which sport seriously mighty cells. Even so, we found that both the iPhone 17 and iPhone 16 are solid all-day handsets, as we easily ended days with some charge remaining.

Plus, if you want to top up during the day then it’s good to know both support wireless charging too.

However, the iPhone 17 benefits from faster 40W wired charging, which we found took around 85 minutes to reach 100%. In comparison, the iPhone 16 supports slightly slower speeds of 30W which took around 100 minutes to fully recharge.

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Winner: iPhone 17

Verdict

With a 120Hz refresh rate, powerful processor and improved camera camera hardware, the iPhone 17 is an easy recommendation for many – especially if you’re coming from an older iPhone. 

Having said that, if you aren’t too fussed about having the absolute latest technologies and want to get a new-ish iPhone but without the high price tag, then the iPhone 16 remains a solid choice.

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This fusion energy startup thinks it can cut lasers out of the equation

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The company shared results from a new set of experiments with TechCrunch, suggesting that it could eliminate one of the most expensive and complex components of its fusion process – the laser preheating system – by making subtle adjustments to the machinery that ignites the reaction.
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How businesses can unlock the true value of modern log management

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Without logs, it would be almost impossible to keep modern applications, cloud platforms, or customer-facing services running efficiently. Some might argue that logs are one of the most critical but least celebrated sources of truth in the digital era.

At its core, log management is about turning raw system logs — unprocessed, detailed records of a system’s activities, including server actions, user interactions, and error messages — into actionable insights.

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2026 Loki Prevost H3-45 Motorhome Could be the Most Luxurious Yet, Costs $2.2-Million

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2026 Loki Prevost Motorhome H3-45
The 2026 Loki Prevost H3-45, a 45-foot diesel coach, arrives on the scene and completely upends all we thought we understood about what a motorhome should be. Built on the Prevost H3-45 VIP chassis, this beast boasts a 550 horsepower Volvo D13 engine mated with a huge 1,850 pound-feet of torque, resulting in a seriously smooth and confident drive that doesn’t go all dramatic. That chassis, of course, includes all of the bells and whistles, such as self-leveling suspension, electronic stability systems, and driving aids that make long trips a breeze rather than a grind.



Loki Coach approaches the conversion with a perfectly rational perspective, which is more than a bit refreshing. The lines are sleek and minimalist, all black with a hint of a glow from the continuous LED lighting that runs up the edge of the device; no flash, no bother. The quad slides significantly increase the living area, but you’d never know it by looking at it, as it still appears sleek and purposeful, with none of the bulbous overhang seen on some other rigs.


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Stepping inside, the area unfolds with great care and attention to detail. You’ve got hardwood cabinetry with nice soft-close hinges, all dovetail joinery, and stone surfaces everywhere, on the counters, the farmhouse sink, the dining table, as all the kitchen stuff is top-shelf GE Cafe appliances, such as a convection microwave, double-door fridge, drawer dishwasher, and it all just fits right into this super simple layout. You have two pantries and plenty of storage to keep everything organized, but it still feels wide and open.

2026 Loki Prevost Motorhome H3-45
Living areas, on the other hand, are all about getting it just right; a pull-out sofa anchors the lounge, and the bar setup near the driver’s seat is exactly what you need, and then there’s the workstation, which includes a 27″ monitor on a hydraulic lift, allowing you to simply start working without disrupting the entire flow. The chairs are really comfortable, and the Sonos audio system fills the space with sound, which even reaches outdoors under the power awnings. Of course, you have keyless access, a Ring doorbell camera, and a Garmin command center with all of the settings right at your fingertips.

2026 Loki Prevost Motorhome H3-45
Bedrooms are all about the king bed, which is flanked by dual wardrobes and a rising elevator TV, with padded ceilings throughout to help with acoustics. The back ensuite bathroom features a large tiled shower, a stone vanity, a cosmetics station, and even its own toilet with drawer. You also have a separate half bath up front with a porcelain macerating toilet and mirrored cupboards, a washing and dryer hidden behind retractable doors, a coffee station, and a second pantry.

2026 Loki Prevost Motorhome H3-45
This thing is all about energy independence, with 400 watts of solar on the roof, giant lithium batteries, a commercial onan generator, and hydronic heating that warms up the entire area. The water capacities of 172 gallons fresh, 115 gray, and 60 black are adequate for some extended off-grid living. It all works effortlessly, with the screens rising and falling without your notice, the lighting adjusting without any obvious switches, and everything humming silently in the background.

2026 Loki Prevost Motorhome H3-45
All of this refinement costs around $2.2 million, which is a reasonable sum for all of the artistry and attention to detail that has gone into this project.
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Sixteen Claude AI agents working together created a new C compiler

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Amid a push toward AI agents, with both Anthropic and OpenAI shipping multi-agent tools this week, Anthropic is more than ready to show off some of its more daring AI coding experiments. But as usual with claims of AI-related achievement, you’ll find some key caveats ahead.

On Thursday, Anthropic researcher Nicholas Carlini published a blog post describing how he set 16 instances of the company’s Claude Opus 4.6 AI model loose on a shared codebase with minimal supervision, tasking them with building a C compiler from scratch.

Over two weeks and nearly 2,000 Claude Code sessions costing about $20,000 in API fees, the AI model agents reportedly produced a 100,000-line Rust-based compiler capable of building a bootable Linux 6.9 kernel on x86, ARM, and RISC-V architectures.

Carlini, a research scientist on Anthropic’s Safeguards team who previously spent seven years at Google Brain and DeepMind, used a new feature launched with Claude Opus 4.6 called “agent teams.” In practice, each Claude instance ran inside its own Docker container, cloning a shared Git repository, claiming tasks by writing lock files, then pushing completed code back upstream. No orchestration agent directed traffic. Each instance independently identified whatever problem seemed most obvious to work on next and started solving it. When merge conflicts arose, the AI model instances resolved them on their own.

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The resulting compiler, which Anthropic has released on GitHub, can compile a range of major open source projects, including PostgreSQL, SQLite, Redis, FFmpeg, and QEMU. It achieved a 99 percent pass rate on the GCC torture test suite and, in what Carlini called “the developer’s ultimate litmus test,” compiled and ran Doom.

It’s worth noting that a C compiler is a near-ideal task for semi-autonomous AI model coding: The specification is decades old and well-defined, comprehensive test suites already exist, and there’s a known-good reference compiler to check against. Most real-world software projects have none of these advantages. The hard part of most development isn’t writing code that passes tests; it’s figuring out what the tests should be in the first place.

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Alpine Skiing at Winter Olympics 2026 Free Streams

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Alpine skiing live streams at the 2026 Winter Olympics will see Austria attempt to continue their historic dominance of this event, with challenges expected from Switzerland and France.

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