Tech
The Best Carpet Cleaners We’ve Found, Tested in Busy Households

Compare Our Picks
Others Tested
Photograph: Simon Hill
Hoover HF4 Hydro for £199: For UK folks in flats or small houses with a mix of carpet and hard floor, this cordless, space-saving vacuum and mop from Hoover could be a smart pick. You get a standard cordless stick vac with around half an hour of battery life, but you can switch the head to mop. It’s excellent for cleaning hard floors, with a shape that gets right into corners and two rotating pads to lift stains. But the water tank, contained within the head, is tiny, the vacuum is only moderately powerful at lifting, and battery life drops to just 15 minutes in turbo mode.
Hoover SmartWash Automatic Carpet Cleaner for $250: It’s bulky, but it has automatic cleaning and drying cycles—pushing it forward releases the solution and pulling it back starts the drying process. After you’ve gone over the whole area, you can turn just the drying mode on for an extra pass if the carpet needs it. The handle comes out with the click of a button, and you can use its separate tank with a cleaning solution to spot-treat before vacuuming. A hose and separate antimicrobial pet tool can clean stairs or any other hard-to-reach areas that need extra elbow grease. Some customer reviews say it worked well for a few months but then shorted out. We’ll keep trying it to see if we run into that issue. —Medea Giordano
Bissell Little Green Portable Carpet Cleaner for $79: If you’ve landed on the cleaning side of TikTok, you’ve probably seen people cleaning their carpets and furniture with this Little Green machine. This opens up the world of upholstery cleaning too, not just carpets. It worked well and it’s easier to store and tote around your house than our top pick. But use the included hose-cleaning tool frequently. These hoses can get nasty. —Brenda Stolyar
Cleaners We Like for Hard Floors
Photograph: Simon Hill
Dreame H14 Pro for $380: The Dreame H14 Pro is quite large, but I found it easy to maneuver, and it can lie flat to get under furniture. A handy LED headlight helps you see what you are cleaning clearly. A full charge proved enough to do all my hard floors twice over, and the result was super shiny. What I love about this vac is that it effectively cleans up dry or wet spills, so whether you are cleaning cat litter or a spilled bowl of cereal, it performs. It’s best for cleaning recent spills but can shift stubborn stains with repeated passes on Ultra mode. When you finish, you can return it to the charging cradle and trigger the self-cleaning mode to sterilize the soft roller and dry it (though it gets loud and takes a long time). No one wants to install an app or create an account just to use a vacuum, but it enables you to choose modes and schedule the self-cleaning, which could be handy if you want it to wait until you go out. —Simon Hill
Shark S5003D Genius Steam Mop for $100: This steam mop is great for cleaning hardwood, tiles, or laminate flooring (not carpets). Simply fill the water tank, plug it in, and attach one of the mop pads. It has three heat levels, and you press down to release a jet of steam for stubborn stains. There’s no need for any detergent, it’s light and maneuverable, and it doesn’t require much space. The clever pad design enables you to flip it over when one side is soiled, and the mechanism makes it easy to attach, with a button to detach the dirty pad, which is machine washable. (You get two pads in the box.) I regularly use this mop to clean laminate, composite, and tile floors, but you must be careful using steam, especially on wood or vinyl flooring. Test it on the lowest heat setting before going over the whole floor. There are no special attachments or extras here, and it’s only suitable for use on hard floors. You also need to empty any remaining water if you don’t plan on using it for a while, or the tank can go nasty. —Simon Hill
Karcher SC 3 for $164: If your budget can stretch, this option is better if you want attachments and the option to steam-clean harder-to-reach surfaces and your hard floors. It’s good for complete kitchen or bathroom cleaning without the need for any detergent or other products. It’s effective for cleaning glass and mirrors too. It only comes with one microfiber cover, and it’s not recommended for use on fabrics or carpets. —Simon Hill
Not Recommended
Eufy E28 HydroJet Robot Vacuum with Carpet Cleaner for $1,400: I generally love Eufy’s attractive, smart, multipurpose robot vacuums, and since I have two dogs and two kids, I was expecting to love a robot vacuum that could also mop hardwood floors and has a detachable carpet cleaner. Unfortunately, the water injection system is wonky. It has to be perfectly positioned to get water from the portable carpet cleaner tank (I often had to tap it into place), and every time I mopped, it leaked constantly all over my kitchen floor. At least the carpet cleaner was effective. —Adrienne So
Things to Consider When Shopping for a Carpet Cleaner
There is a lot to think about when shopping for or using a carpet cleaner, such as how much space you’ll need for storage and whether you should rent or buy. Here are some tips to keep in mind.
Carpet cleaners are heavy and bulky, especially when filled with water. They can be harder to maneuver than regular upright vacuums. They will also need quite a bit of storage space.
Tackle stain-causing spills immediately. Most households only need to wash carpets once every six months to a year, but spot cleaners are ideal for treating immediate spills, plus they’re easier to store and use.
You likely won’t use a carpet cleaner often, so it’s OK to consider hiring professionals to do your whole home, especially if you have limited storage space. (It also can depend on how dirty and stained your carpets are.) Look at options for renting a machine from local businesses or retail stores like Home Depot. You’ll be able to get the benefits of a commercial-grade cleaner without paying a fortune.
Clean your carpet before you use a carpet cleaner. This may seem counterintuitive, but you don’t want dirt and hair to form wet clumps that block the cleaner. And if you haven’t washed your carpets in a while (or ever), be prepared for an embarrassing amount of hairy clogs to fill the dirty water tank.
The carpet shampoo or detergent you use is important. Manufacturers often insist you use their brand, and while other types may work fine, you might void your warranty (although I have no idea how they’d know). Most carpet cleaners come with some detergent.
Try, try, and try again. It can be disappointing to fire up a carpet cleaner and find that it’s incapable of removing that old red wine stain or ground-in toothpaste. Don’t lose heart. Multiple cleaning sessions can sometimes chip away at established stains, and at least reduce, if not remove, them.
Drying your carpets can take a long time. Most carpet cleaners have different settings, and they will suck up some of the water, but they all leave carpets a bit damp. The deeper cleans tend to leave carpets wet, so think about how you might speed drying time. Use fans, fire up the heating, or do your carpet cleaning in the spring and summer months when you can leave windows open.
Protect your hearing. Of all the ways you can damage your hearing, a carpet cleaner is perhaps the least fun, so protect your ears. Some of these get very loud, so wear earplugs while you work.
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Tech
A US startup plans to deliver ‘sunlight on demand’ after dark. Can it work? Would we want it to?

A proposed constellation of satellites has astronomers very worried. Unlike satellites that reflect sunlight and produce light pollution as an unfortunate byproduct, the ones by US startup Reflect Orbital would produce light pollution by design.
The company promises to produce “sunlight on demand” with mirrors that beam sunlight down to Earth so solar farms can operate after sunset.
It plans to start with an 18-meter test satellite named Earendil-1 which the company has applied to launch in 2026. It would eventually be followed by about 4,000 satellites in orbit by 2030, according to the latest reports.
So how bad would the light pollution be? And perhaps more importantly, can Reflect Orbital’s satellites even work as advertised?
Bouncing sunlight
In the same way you can bounce sunlight off a watch face to produce a spot of light, Reflect Orbital’s satellites would use mirrors to beam light onto a patch of Earth.
But the scale involved is vastly different. Reflect Orbital’s satellites would orbit about 625km above the ground, and would eventually have mirrors 54 meters across.
When you bounce light off your watch onto a nearby wall, the spot of light can be very bright. But if you bounce it onto a distant wall, the spot becomes larger—and dimmer.
This is because the sun is not a point of light, but spans half a degree in angle in the sky. This means that at large distances, a beam of sunlight reflected off a flat mirror spreads out with an angle of half a degree.
What does that mean in practice? Let’s take a satellite reflecting sunlight over a distance of roughly 800km—because a 625km-high satellite won’t always be directly overhead, but beaming the sunlight at an angle. The illuminated patch of ground would be at least 7km across.
Even a curved mirror or a lens can’t focus the sunlight into a tighter spot due to the distance and the half-degree angle of the sun in the sky.
Would this reflected sunlight be bright or dim? Well, for a single 54 meter satellite it will be 15,000 times fainter than the midday sun, but this is still far brighter than the full moon.
The balloon test
Last year, Reflect Orbital’s founder Ben Nowack posted a short video which summarized a test with the “last thing to build before moving into space”. It was a reflector carried on a hot air balloon.
In the test, a flat, square mirror roughly 2.5 meters across directs a beam of light down to solar panels and sensors. In one instance the team measures 516 watts of light per square meter while the balloon is at a distance of 242 meters.
For comparison, the midday sun produces roughly 1,000 watts per square meter. So 516 watts per square meter is about half of that, which is enough to be useful.
However, let’s scale the balloon test to space. As we noted earlier, if the satellites were 800km from the area of interest, the reflector would need to be 6.5km by 6.5km—42 square kilometers. It’s not practical to build such a giant reflector, so the balloon test has some limitations.
So what is Reflect Orbital planning to do?
Reflect Orbital’s plan is “simple satellites in the right constellation shining on existing solar farms”. And their goal is only 200 watts per square meter—20% of the midday sun.
Can smaller satellites deliver? If a single 54 meter satellite is 15,000 times fainter than the midday sun, you would need 3,000 of them to achieve 20% of the midday sun. That’s a lot of satellites to illuminate one region.
Another issue: satellites at a 625km altitude move at 7.5 kilometers per second. So a satellite will be within 1,000km of a given location for no more than 3.5 minutes.
This means 3,000 satellites would give you a few minutes of illumination. To provide even an hour, you’d need thousands more.
Reflect Orbital isn’t lacking ambition. In one interview, Nowack suggested 250,000 satellites in 600km high orbits. That’s more than all the currently catalogued satellites and large pieces of space junk put together.
And yet, that vast constellation would deliver only 20% of the midday sun to no more than 80 locations at once, based on our calculations above. In practice, even fewer locations would be illuminated due to cloudy weather.
Additionally, given their altitude, the satellites could only deliver illumination to most locations near dusk and dawn, when the mirrors in low Earth orbit would be bathed in sunlight. Aware of this, Reflect Orbital plan for their constellation to encircle Earth above the day-night line in sun-synchronous orbits to keep them continuously in sunlight.
Bright lights
So, are mirrored satellites a practical means to produce affordable solar power at night? Probably not. Could they produce devastating light pollution? Absolutely.
In the early evening it doesn’t take long to spot satellites and space junk—and they’re not deliberately designed to be bright. With Reflect Orbital’s plan, even if just the test satellite works as planned, it will sometimes appear far brighter than the full moon.
A constellation of such mirrors would be devastating to astronomy and dangerous to astronomers. To anyone looking through a telescope the surface of each mirror could be almost as bright as the surface of the sun, risking permanent eye damage.
The light pollution will hinder everyone’s ability to see the cosmos and light pollution is known to impact the daily rhythms of animals as well.
Although Reflect Orbital aims to illuminate specific locations, the satellites’ beams would also sweep across Earth when moving from one location to the next. The night sky could be lit up with flashes of light brighter than the moon.
The company did not reply to The Conversation about these concerns within deadline. However, it told Bloomberg this week it plans to redirect sunlight in ways that are “brief, predictable and targeted”, avoiding observatories and sharing the locations of the satellites so scientists can plan their work.
The consequences would be dire
It remains to be seen whether Reflect Orbital’s project will get off the ground. The company may launch a test satellite, but it’s a long way from that to getting 250,000 enormous mirrors constantly circling Earth to keep some solar farms ticking over for a few extra hours a day.
Still, it’s a project to watch. The consequences of success for astronomers—and anyone else who likes the night sky dark—would be dire.
This article is republished from The Conversation under a Creative Commons license. Read the original article.
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A US startup plans to deliver ‘sunlight on demand’ after dark. Can it work? Would we want it to? (2025, October 11)
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Tech
What could burst the AI bubble?

Some of the world’s biggest tech firms have soared in value over the last year. As AI evolves at pace, there are hopes that it will improve lives in ways that people could never have imagined a decade ago—in sectors as diverse as health care, employment and scientific discovery.
OpenAI is now worth US$500 billion (£373 billion), compared with US$157 billion last October. Another firm, Anthropic, has almost trebled its valuation. But the Bank of England has now warned of a possible rapid “correction” due to its concerns about these staggering valuation rises.
The question is whether these values are realistic—or based on hype, excitement and unfounded optimism for the potential of AI. Put simply, is AI’s value today a product of what AI will do in future or what people hope it may do? Ultimately, we will only really know if it’s a bubble if it bursts—though the warning signs are evident today.
With hindsight, many things that happen in a bubble may sound exceedingly optimistic. If you take many headlines and replace the word AI with the word computers it often sounds a lot more naive.
But, predicting the path of technological change is hard. Back in 2000, the Daily Mail declared the internet could be a passing fad. Just a few months earlier the dotcom boom had peaked.
A burst bubble may not change the end of the journey. The internet was not a passing fad. However, bubbles are extremely disruptive and affect people in very real ways. Stocks fall, pensions suffer, unemployment rises and investment is wasted. Real potential is crowded out in the hype and mania to focus all investment in a small number of stocks and firms.
Right now, we have the first sign of a bubble—a rapid rise in valuations. If these correct and fall we will have a bubble. If these valuations continue to rise we could be seeing a new sustained market that is focused on the technology of the future.
Of course, it might be that these valuations plateau. What happens then depends on whether people have invested in the belief that prices will always rise.
Consider a situation where people believe—as the Bank of England does—that AI firms’ valuations may be “stretched.” It’s helpful to consider what these valuations are based on. Investment is simply a bet that AI increases profitability for the firms involved. These massive valuations are bets that AI will hugely increase future profitability.
In some cases, these are bets that AI will improve in capabilities towards some kind of “artificial superintelligence” that can do everything a human can do—or more. This could raise the living standards of everyone on Earth. Leading computer scientist Stuart Russell estimates the value of that at US$14 quadrillion—investors are buying a claim on that outcome too.
If investors begin to fear that AI profits won’t materialize, then they will try to get their money back. This realization can appear quite suddenly and can be prompted by seemingly minor events. It doesn’t require a big needle to pop a bubble.
A US article published in March 2000 warned that internet companies were fast running out of money. This caused many people to rethink their investments
At this stage of the bubble, investment excitement had spread to everyday investors. These regular people balanced their fear of missing out with a fear that they were investing in something new that they didn’t know much about. For many, an article in a popular magazine suggesting they may have made a mistake tipped the scales towards caution. They began to sell their dotcom stocks.
In search of profit
It may come as a surprise to some that, despite its increasing valuations, OpenAI does not yet make a profit. It may require ten times more revenue to do so.
A US$500 billion valuation is quite something for a company that reportedly lost US$7.8 billion in the first half of this year. Some of this value appears to flow from a new deal between OpenAI and Nvidia where Nvidia will invest in OpenAI and OpenAI will buy Nvidia chips. This circular financing keeps everything afloat for now, but at some point investors will need to see returns.
AI firms more generally do not appear to be profitable at the moment. Investors are not putting their money into today’s losses—they are betting on an AI future.
It is of course perfectly feasible that AI firms will develop business models to increase their profitability. OpenAI is exploring advertising options and allowing chatbots to recommend products.
Using AI to deliver these messages is a viable option, though they will have to avoid the tricks and manipulations associated with online platforms, such as when hotel websites announce that rooms are about to sell out. We believe that AI can increase the power of these manipulations and we wonder how persuasive chatbots may be in their recommendations.
However, the big four—Meta, Alphabet, Microsoft and Amazon—are this year spending the equivalent of the GDP of Portugal on AI infrastructure. This is not investment in new targeted ads, it is investment in an AI future. The bubble will burst if and when this future is in doubt.
This article is republished from The Conversation under a Creative Commons license. Read the original article.
Citation:
What could burst the AI bubble? (2025, October 11)
retrieved 11 October 2025
from https://techxplore.com/news/2025-10-ai.html
This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.
Tech
Australia’s March Toward 100 Percent Clean Energy

“[The clutch] is like 1950s technology—it’s really boring,” Westerman said (“boring,” for grid operators, is the highest form of praise). “The marginal cost of putting this in is like nothing compared to the cost of the plant.”
A company called SSS has built these clutches for decades. One is nearly operational in the state of Queensland at the Townsville gas-fired plant, which Siemens Energy is converting into what it calls a “hybrid rotating grid stabilizer.” Siemens says this project is the world’s first such conversion of a gas turbine of this size.
That particular retrofit took about 18 months and involved some relocating of auxiliary components at Townsville to make room for the new clutch. So it’s not instantaneous, but far easier than building a new synchronous condenser from scratch, and about half the cost, per Siemens.
Some novel long-duration storage techniques also provide their own spinning mass. Canadian startup Hydrostor expects to break ground early next year on a fully permitted and contracted project in Broken Hill, a city deep in the Outback of New South Wales.
Broken Hill lent its name to BHP, which started there as a silver mine in 1885 and has grown to one of the largest global mining companies. More recently, the desert landscape played host to the postapocalyptic car chases of Mad Max 2. Now, roughly 18,000 people live there, at the end of one long line connecting to the broader grid.
Hydrostor will shore up local power by excavating an underground cavity and compressing air into it; releasing the compressed air turns a turbine to regenerate up to 200 megawatts for up to eight hours, serving the community if the grid connection goes down and otherwise shipping clean power to the broader grid.
But unlike batteries, Hydrostor’s technology uses old-school generators, and its compressors contribute additional spinning metal.
“We have a clutch spec’d in for New South Wales, because they need the inertia,” Hydrostor CEO Jon Norman said. “It’s so simple; it’s like the same clutches on your standard car.”
Transmission grid operator Transgrid ran a competitive process to determine the best way to provide system security to Broken Hill in the event it had to operate apart from the grid, Norman said. That analysis chose Hydrostor’s bid to simply insert a clutch when it installs its machinery.
The project still needs to get built, but if up-and-coming clean storage technologies could step in to provide that grid security, it wouldn’t all have to come from ghostly gas plants lingering on the system.
“It’s a different feeling [in Australia]—there’s a can do, go get ’em, ‘put me in coach’ attitude,” said Audrey Zibelman, the American grid expert who ran AEMO before Westerman. “When you’re determined to say how best to go about this, as opposed to why it’s hard or why it doesn’t work, the solutions appear.”
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