If any astute Hackaday reader saw [dongvua90]’s Newton’s cradle go on without human intervention all day long, they’d probably suspect the truth: there’s a battery and a magnet involved. But it is a nice desk piece, and you might be able to fool your less enlightened friends that you’ve discovered perpetual motion. Watch the resulting faux perpetual motion machine in action in the video below.
The trick is to sense the ball’s travel and inject a little electromagnetic pulse at just the right time. No problem for an ESP32 and a proximity sensor like the ones you find on some 3D printers. In fact, there’s very little custom circuitry. Everything is a module, and even the Newton’s cradle is cut out of a premade toy. A printed case and some software are really the heart of the design.
We can imagine this might be an interesting science demonstrator. Show the class the cradle with the electronics turned off, then subtly turn it on and ask the class what changed. You could even make the point by having students do it normally, while only you can get it to keep going forever, and challenge them to deduce what’s going on.
Augmodo, the Seattle startup that straps AI-powered cameras onto retail workers to track store shelves, has raised $21 million as it pushes its technology beyond grocery aisles and into warehouses, factories, and other physical workplaces.
The new funding, led by existing investor TQ Ventures, values Augmodo at $350 million.
CEO Ross Finman, who told GeekWire he wasn’t even looking to raise fresh capital, said he was motivated by interest in the startup’s technology from customers beyond retail, including automotive settings and hospitals.
Augmodo CEO Ross Finman. (Augmodo Photo)
“Fundamentally, someone grabbing a wrench at an automotive factory isn’t that different from someone grabbing a Cheerios box,” Finman said. “Turns out the algorithms work pretty well across all of those.”
Founded in 2023, Augmodo builds AI-powered “Smartbadges” — lightweight wearable devices with dual cameras — that store employees wear passively as they move through aisles. The badges use computer vision, 3D mapping, and spatial computing to track shelf inventory in real time, building what the company calls a digital “Realogram” of each store.
Augmodo raised $37.5 million a year ago in a round that came after Australian pharmacy chain Chemist Warehouse — the startup’s first big customer — moved from a pilot to a full contract and validated the technology at scale. Now others want in on the action.
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“Our whole mission statement is AI systems for the physical workforce,” Finman said. “Everyone’s focused on the 20% of the workforce that’s knowledge work, and we’re focused on the 80% of the workforce that’s physical work.”
That demand has pulled Augmodo into warehouses, facility maintenance, delivery operations, and even employee training — verticals the company didn’t originally set out to serve. Existing retail customers, Finman said, kept expanding their contracts to cover new parts of their operations, from auditing warehouse pallets to logging maintenance work like HVAC repairs.
The Smartbadge itself has evolved, too. Finman said it’s now lighter than an iPhone Air and has grown into what he calls an “everything device,” adding walkie-talkie capabilities, an opt-in panic button, and a digital ID display, on top of its original inventory-tracking function.
“That’s actually become a really big selling point,” Finman said. “You don’t need to buy five or six different devices, you buy one at cost, and then here’s all the different features that you can get out of it.”
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The company says it has grown 10x in revenue over the past year and now maps more than 186 million square feet of retail space monthly — a figure it expects to cross 1 billion square feet per month by year’s end. Augmodo is adding 50 to 100 new store locations a month.
The company’s headcount has grown 5x over the past year to more than 50 employees, including new CTO Bradford Snow, who joined in January after previous stints at Axon, Meta, Amazon and Microsoft.
Augmodo is ranked No. 145 on the GeekWire 200 list of top Pacific Northwest startups and was a finalist in the Hardware, Robotics, and Physical AI of the Year category at the 2026 GeekWire Awards.
Beyond TQ Ventures, backers include Lerer Hippeau, Jefferson River Capital, Arena Holdings, Chemist Warehouse, New Fare, Interlace, and Webb Investment Network.
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Andrew Marks, co-founding partner at TQ, called Finman an “exceptional” leader and said every board meeting reinforced that demand for Augmodo’s tech was outpacing the team’s ability to serve it.
“When you pair a truly special founder with customers lining up around the door and pulling you into new markets, it was obvious we should propose putting more fuel on the fire,” Marks said.
Augmodo said it plans to use the new capital to expand its global enterprise footprint, invest further in its core AI models, and grow its engineering team — with a particular focus on hiring for computer vision and machine learning roles as the company scales its data processing beyond retail.
In the world of vacuum cleaners, especially in 2026, we’ve truly never had it so good. With continued innovation, driven by competition from brands across the globe, there’s a ton of variety available to people of all budgets and home sizes, but if you’re someone who lives with a pet or two then having a vacuum with a more powerful edge is essential. To truly stay on top of all the shedding our furry friends leave behind, you’ll need one of the best vacuums for pet hair.
Before we get ahead of ourselves, it’s worth explaining exactly what pet-friendly vacuums are all about. Instead of the rest of the pack, which can be found in our guide to the best vacuum cleaners overall, these models have brush heads that are better equipped to collect and sift through pet hair, stopping it from getting all tangled up and creating issues down the line.
Because pet hair can be quite thick in certain cats and dogs, these vacuums also have fairly heavy-duty motors to allow for a high level of suction. On top of this, you might find accessories included, such as brush heads that are better equipped to vacuum pet beds. Some vacuums even boast HEPA filters to avoid unwanted smells from being agitated and added to the atmosphere, but this is a rarer feature.
The one issue to bear in mind is that, in order to access all of these extra features, consumers are expected to hand over a bit more than they would for a typical vacuum. This isn’t always the case as there are now more budget-friendly options within this sector, but for helping you to stay on top of accumulating pet hair, we’d argue that it’s worth the expense.
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Regardless of the budget you have to work with, you can rest assured that every model featured on this list has been tested by one of our tech experts, so you can’t go wrong, no matter which one you get. If you’re tempted to go down the automation route and take a lot of the cleaning process off your to-do list then you can do exactly that with our list for the best robot vacuum cleaners. Similarly, the best cordless vacuum cleaners are perfect for stowing away when you don’t have much storage space to work with.
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SQUIRREL_ANCHOR_LIST
Learn more about how we test vacuum cleaners
Every vacuum cleaner that we test goes through exactly the same tests. We use both real-world tests and technical measurements to tell the good from the bad. First, we measure suction power in Air Watts (AW), which is a combination of suction and airflow. This lets us compare the raw power of each cleaner.
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Actual performance depends on a lot of factors including the quality of the accessories and the ability of a vacuum to agitate dirt. For that reason, we take before and after pictures of dust collection on carpet, hard floors and with pet hair.
We don’t weigh the before and after results, as this test is notoriously difficult to do properly, as vacuum cleaners will pick up fibres from the floor that will add to the weight collected. And, without a super-sensitive set of scales it’s impossible to measure fine differences between machines.
If you want to learn more, please visit our detailed page about how we test vacuum cleaners.
Very flexible
Self-empty station works brilliantly
Excellent performance
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Hard to empty cleanly manually
The Shark PowerDetect Speed Clean and Empty Pet Pro IA324UKT already stands on some excellent foundations as the previous-gen version (which lacks the Pet Pro moniker), is still a fantastic vacuum, even if it can be a little heavy at times. This more recent revamp shakes up the design in a handful of meaningful ways and, as you might expect, is well equipped to tackle pet hair.
The first thing you’ll notice about the IA324UKT, especially if you’ve spent any time with its predecessor, is that this vacuum boasts a much sleeker build. At just 3.22kg, this vacuum is far easier to push around and you’re less likely to encounter fatigue which is really the last thing you want to come up against when giving your home a proper clean.
There’s now a built-in light on the head of the vacuum too which can reveal a lot of hidden dirt and debris that’s collected on your floor, making sure that nothing gets missed as you go. What really comes in handy for pet owners is the MultiFlex stem that allows the vacuum to bend seamlessly and reach under sofas and low tables. If you have pets that like to hide away in these placed then this gives you a chance to pick up any shedded hair there.
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As you might expect from a Shark vacuum, performance is stellar across the board. It can peak at 322W when setting the suction to the highest mode, which is more than enough to tackle serious messes. During our flour test, not only did the vacuum do an incredible job of making sure that nothing was left behind, but it also scooped up a whopping 95.9% of debris right up to the edge of a skirting board.
Hard floor performance is equally brilliant, so there isn’t really an issue that you won’t be able to tackle if you have the IA324UKT in tow. Unfortunately, trying to empty the dust bin manually can be a bit convoluted, so if you have a budget that can cover it, we recommend spending just a bit more to pick up the optional automatic self-emptying dock. You can thank us later.
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Powerful cleaning
Large selection of tools
LiftOut mode makes the vacuum more flexible
Edge pickup could be better
Although we’re big fans of cordless options like the Dyson V16 Piston Animal for how easy they are to use in a pinch, for more involved cleans that require some heavy-duty features, the Vax LiftOut Multi Pet-Design is a great option to buy.
When putting the Vax cleaner to the test, we picked up on an impressive 151AW suction power which, despite being slightly less than certain competitors like the Hoover HL4 Pet, is able to achieve that suction at a more economical rate, using just 600W.
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In our dust test, the cleaner was able to scoop up roughly 97% of the debris when moving it forwards and backwards, and it performed to a similar degree when dust was scattered right up against the skirting board. Pet hair and human hair didn’t stand a chance either, and thanks to the design of the brush, it was all funnelled automatically into the onboard bin.
As great as the Vax LiftOut Multi Pet-Design is for the more open areas of your floors, where the appliance really comes into its own is when you need to tackle the parts that are tucked away under furniture. With the included LiftOut mechanism, you can separate the bin and motor from the floor head, making it simple to vacuum under the sofa, or on smaller surfaces such as the stairs.
If you have a large household to clean then you’ll be glad to know of the massive two-litre bin that’s included. With that much space in tow, you have the freedom to clean for longer in a single session, instead of having to stop things mid-way through and empty the bin before tackling whatever’s left.
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Brilliant cleaning
Very well designed
Automatic power adjustment
If you live with quite a few pets and need a heavy-duty cordless solution to stay on top of all the hair-related mess involved then look no further than the Dyson V16 Piston Animal. This won’t be an option for most folks given its price tag of £749.99, but if you can stretch your budget to meet it then the V16 Piston Animal is well worth the investment.
The highlight of this vacuum is that it comes with an all-new motor that cranks up the degree of suction available. In our tests, we picked up on a whopping 401AW when running the vacuum on Boost mode, which is practically unheard of for a cordless vacuum and leaves the competition in the dust.
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To save you from using the vacuum with that much power too often and completely draining the battery as a result, the V16 has an ingenious auto detect mode that works brilliantly, taking out the guesswork from your cleaning by intelligently analysing the floor as you go.
When testing out this suction power on both carpet and hard floors, we were massively impressed by what the V16 could achieve. For example, when spreading 10g of flour on our test carpet, the V16 had no issue with collecting practically all of the mess in just a few swipes, even right up to the skirting board.
For collecting hair, the conical nature of the brush allows pet hair to shuffle off at the ends and be stored in the dust bin, saving you from needing to manually extract any hair after the fact. You can even use a compacting tool to push down on the contents of the bin and create more space as you go.
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Lots of tools
Great suction and cleaning power
Excellent manoeuvrability
A little heavy
Tools can only attach to the long wand
If you’re looking for a vacuum that delivers consistently powerful cleaning performance, is easy to manoeuvre and makes light work of tricky jobs like picking up pet hair or cleaning hard-to-reach spaces, then the Dyson Ball Animal Multifloor is a great choice.
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Weighing 7.6kg, the Dyson Ball Animal Multifloor is heavier than most of the best cordless vacuum cleaners, however the large ball at its base ensures the vacuum is easy to push around. In fact, we hailed this as the “most manoeuvrable plug-in vacuum cleaner” we’ve tested.
Its anti-tangle floor head is fitted with cleverly arranged bristles which prevent hair from wrapping around and becoming tangled, making this a great choice for pet owners and those with long hair. Also included is a two-in-one crevice tool, dusting brush, stair tool and an anti-tangle turbine tool that’s specifically designed for tackling embedded pet hair. The latter was particularly impressive and even picked up longer hair without becoming tangled.
All tools work via the Dyson Ball Animal Multifloor’s extendable wand which we found makes it easy to vacuum higher up, particularly where the wall meets the ceiling.
Overall we found the Dyson Ball Animal Multifloor to be a powerful vacuum, able to collect between 92-94.35% of dirt across our carpet tests and 100% of mess on our hard floor tests. Most impressively, it showed no difficulty in picking up pet hair either.
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Good battery life
Can stand up by itself
Lots of power
Good cleaning for the price
Weight not that well balanced
Edge cleaning could be better
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Of all the models we’ve tested recently, the Hoover HF6 TurboSense is one of the best examples to show just how far the industry has come when regards to offering high-performing cordless vacuums at a very reasonable price. At £249.99, although we’ve seen it go for less at certain retailers, you’re getting an impressive amount of power that can tackle pretty much anything you care to throw at it.
The real draw here is the suction power, which we measured at 28AW on the lowest setting, and does the job for general maintenance of your floors, but crank that up to the mid-range level and you’re looking at 125AW – more of what you’d want most of the time. For instances where there’s a serious amount of debris that needs cleaning, the highest setting capped out at 336AW which is almost unbelievable for a vacuum of this price.
Within that context, the raw performance of the HF6 TurboSense isn’t that far off the Shark IA3241UKT or the Dyson V16 Piston Animal. What this translated to in our testing was that, for all of our on-hand debris including flour, rice and hair, the vacuum did an incredible job. Crucially, hair doesn’t get trapped in the brush head so for taking care of shedding left behind by pets, it works wonders.
You’d be forgiven for thinking that, in order to keep the power so high and the cost so low, the one area where Hoover would have had to make concessions is in battery life, but you’d be wrong. Absolutely trouncing a lot of the competition here, the HF6 can run for up to 100 minutes under the right circumstances. Even when toggling the boost mode, we still got the vacuum to last for 16 minutes and 50 seconds which isn’t bad at all.
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The only area where the HF6 TurboSense did let us down is with edge cleaning. This won’t be an issue for most messes but if something has gone right up to the skirting board then we recommend getting out the crevice tool as you’ll need it to do the job right. Otherwise, this is a fantastic cordless vacuum that offers outstanding value for money.
High suction power
Brilliant mopping
Can climb high thresholds
Flexible when dealing with mixed flooring
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Too many water levels to choose from
If you’re thinking about offloading a fair amount of the cleaning process because you’re strapped for time or have more pressing responsibilities that need sorting, then the Roborock Saros 20 is by far one of the best robot vacuums you can buy if you’re a pet owner. This powerful automated cleaner can do a bit of everything, but it ticks all of the most important boxes so that you can get on with your day.
Starting with the power at hand, the Saros 20 is capable of 36,000Pa suction which, in real-world terms, means that it’s more than equipped to pick up dust and hair as it monitors your floors. Crucially for when it comes to cleaning up after any shedding, hair doesn’t get stuck in the brush so you won’t have to worry about trying to manually remove it from the brush head after the fact.
In our flour test, the Saros 20 did an incredible job of making sure that no hint of the previous mess was left behind, and that extended to edge cleaning too. Where the Saros 20 really kicks things up a notch is with the mopping element. By using dual spinning microfibre pads, the vacuum is able to agitate dried in messes and remove them with ease. This is perfect for any muddy paws that have turned your floors into a right state.
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In our mopping tests, the Saros 20 made short work of coffee, red wine and mud, so it isn’t hard to imagine it handling most messes without issue. The only time it ran into a bit of trouble was with trying to remove a stubborn ketchup stain, but it just took a few more passes in order to get rid of it completely.
If you live in a home with mixed flooring then you won’t have to worry as the Saros 20 can intelligently separate hard floors from carpet and adjust its settings accordingly. Your home can also be mapped out via the Roborock app, so if you only want the vacuum to tackle a few rooms at a time, you can do just that. Lastly, if you have any thresholds that might trip up robot vacuums then fear not as the AdaptLift system allows the Saros 20 to climb right over them, so long as they’re not higher than 4.5cm.
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Huge range of accessories
Clever filter cleaning
Powerful cleaning
Average suction power
Can’t fold in half for storage
If you need a vacuum cleaner that’s both powerful enough to make light work of cleaning up pet hair across all household surfaces but is considerably cheaper than a premium option then the Bosch Unlimited 7 ProAnimal is a great choice.
We found the Bosch Unlimited 7 ProAnimal has enough suction power for everyday household tasks, which is made even easier with the included tools and accessories, although we did conclude that it doesn’t have quite the same reach as more powerful models. As it’s a mid-range option, this perhaps isn’t too surprising but still worth keeping in mind.
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Even so, the Bosch Unlimited 7 ProAnimal is able to clean up notoriously difficult pet hair combed into carpet, and even long strands of human hair, without issue.
Bosch includes a selection of tools and accessories to assist in a whole house clean. The main tool, and probably the one you’ll use the most, is the ProAnimal floor head which is fitted with Bosch’s anti-tangle technology, designed to pick up hair without it getting caught in the brush, resulting in fewer troublesome blockages.
Also provided is a mini motorised tool for stairs and upholstery (which is especially useful for removing hair from pet beds), a long and flexible crevice tool to help you reach tricky areas, and even a keyboard and drawer nozzle which is made up of multiple tubes for removing dust from tricky areas.
With an impressive battery life of over 30-minutes on its lowest power mode and nearly 17-minutes on automatic mode, the Bosch Unlimited 7 ProAnimal should last long enough to comfortably clean your entire home. The vacuum is also compatible with the Power For All 18V battery range which means you can swap out batteries with other compatible devices for uninterrupted use.
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Good value
Powerful cleaning
Dust-free emptying
Long battery life
Not an anti-tangle floor head
Could do with mid-level power mode
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For households with allergy sufferers, the Henry Quick Pet cordless vacuum uses a clever pod system that keeps dust and pollutants secure and makes emptying the vacuum that much easier.
Included with the Henry Quick Pet are six pods which are essentially dust bags. Simply slot a pod into the front of the vacuum and, when full, push the eject button to have the pod deposit itself cleanly and efficiently into the bin, ensuring no dust or debris is spilled.
The Henry Quick Pet boasts the majority of features found in its sibling, the Henry Quick, including a long battery life that can last over an hour on low power mode and the same range of accessories: a crevice tool, a two-in-one brush and a motorised main floor head.
The difference is that the Henry Quick Pet comes equipped with a motorised mini tool for pet beds and upholstery.
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Overall we found the Henry Quick Pet has a slightly lower than average air watt rate in standard mode, at just 23AW, although this increases significantly to a more powerful 192AW when Boost mode is enabled.
This means for everyday vacuuming the Henry Quick Pet should suffice in standard power mode, however for more difficult cleaning such as against edges, Boost mode will need to be enabled.
We also found that while the main floor head picked up shorter pet hair with ease, any longer human hair tended to get wrapped around the brush and needed to be cut out, which is a particularly unpleasant job. An anti-tangle floor head would have been better suited.
There’s also a scent stick that can be inserted into the back of the vacuum which freshens the exhaust air, much like the Shark Stratos IZ420UKT. Although this doesn’t actually help in cleaning the floor, it does ensure the room smells fresh.
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If you or members of your household suffer from allergies then the Henry Quick Pet is a great way to collect pesky dust and debris and eventually dispose of it without risking any spillage.
Brilliant to use
Cleans well on low power setting
Super light
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Not for carpets
Doesn’t have a smaller handheld mode
Dyson has put out some pretty inventive vacuums in its time, but very few have had the head-turning quality of the Dyson PencilVac. This is a vacuum so thin that it’ll have you questioning how it all works the moment you lay eyes on it – it’s a marvel of engineering, but all you need to know is that it works as intended, and brilliantly at that.
At just 38mm across and weighing only 1.8kg, the PencilVac is the easiest vacuum to manoeuvre on this entire list, and that in turn makes the process of cleaning up the leftover hair from your pets far less of a workout. With the unique conical brush head, the PencilVac can glide across your floors like no one’s business.
That same brush head, thanks to its design, is able to pick up hair and let it slide off at the sides where it can then be swooped up into the bin – there’s no need to get the scissors out and remove hair manually. In spite of its slimline stature, the PencilVac still does a great job with picking up dust, even at the edges of your floors.
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Of course, because this is such a light vacuum, you don’t have to worry about carving out a decent amount of space to store the PencilVac when it’s not in use. You can easily stow it away in a cupboard where it won’t take up much space at all.
The only place where the PencilVac does struggle is in vacuuming carpets to a degree that we’re happy with. You can find much better carpet-ready vacuums like the Shark PowerDetect Clean & Empty IP3251UKT, so that’s worth bearing in mind before deciding on which vacuum to buy. If you only have hard floors however then this won’t be an issue, and you’ll get on just fine with the Dyson PencilVac.
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FAQs
What accessories are needed for pet hair removal?
A motorised floor brush is an essential, as it agitates and loosens pet hair in carpets. For sofas and soft furnishings, look for a vacuum cleaner with a mini motorised tool.
Is suction power important for pet hair removal?
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Suction power is important in so much as it helps a vacuum cleaner remove dirt, but a motorised brush is more important. Vacuum cleaner that operate on suction alone are not very effective at removing pet hair.
Will removing pet hair help with allergies?
Yes. Most people are allergic to a pet’s saliva or dead skin cells, which attach themselves to the pet hair. Removing the hair, removes the allergens also.
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Should I get a cordless or corded vacuum cleaner?
Either will do the job: corded cleaners have the advantage that they can keep running and are slightly more powerful; cordless models are more convenient, particularly if you want to clean other areas, such as your car.
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Test Data
Shark PowerDetect Speed Clean and Empty Pet Pro IA3241UKT
Vax LiftOut Multi Pet-Design
Dyson V16 Piston Animal
Dyson Ball Animal Multifloor
Hoover HF6 TurboSense
Roborock Saros 20
Bosch Unlimited 7 ProAnimal
Henry Quick Pet
Dyson PencilVac
AirWatts (low)
59 AW
–
45 AW
–
28 AW
–
27 AW
23 AW
33 AW
AirWatts (medium)
82 AW
–
98 AW
–
125 AW
–
–
–
56 AW
AirWatts (high)
322 AW
151 AW
401 AW
203 AW
338 AW
–
93 AW
192 AW
103 AW
Sound (low)
65.5 dB
–
63.3 dB
–
67.5 dB
–
67.3 dB
70.5 dB
69.8 dB
Sound (medium)
68.6 dB
–
70.4 dB
–
69.5 dB
–
–
–
71.2 dB
Sound (high)
75.1 dB
73.2 dB
75.1 dB
67.8 dB
73.8 dB
58 dB
72.5 dB
76.5 dB
74.5 dB
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Full Specs
Shark PowerDetect Speed Clean and Empty Pet Pro IA3241UKT Review
Vax LiftOut Multi Pet-Design Review
Dyson V16 Piston Animal Review
Dyson Ball Animal Multifloor Review
Hoover HF6 TurboSense Review
Roborock Saros 20 Review
Bosch Unlimited 7 ProAnimal Review
Henry Quick Pet Review
Dyson PencilVac Review
Manufacturer
Shark
Vax
–
Dyson
Hoover
roborock
Bosch
Numatic
Dyson
Size (Dimensions)
260 x 350 x 1120 MM
270 x 370 x 1160 MM
250 x 1298 x 259 MM
280 x 390 x 1065 MM
298 x 222 x 1200 MM
350 x 353 x 79.8 MM
202 x 251 x 1320 MM
240 x 270 x 1220 MM
38 x 226 x 1160 MM
Weight
3.22 KG
6.63 KG
3.4 KG
7.3 KG
5.76 KG
–
2.8 KG
3.2 KG
1.8 KG
ASIN
–
–
–
–
–
–
B09YMR9QGN
–
–
Release Date
2026
2025
2025
2024
2026
2026
2024
2023
2026
First Reviewed Date
27/04/2026
15/01/2026
09/09/2025
28/01/2025
28/04/2026
26/02/2026
28/03/2024
26/07/2024
02/02/2026
Model Number
Shark PowerDetect Speed Clean and Empty Pet Pro IA3241UKT
Vax LiftOut Multi Pet-Design
Dyson V16 Piston Animal
Dyson Ball Animal Multifloor
Hoover HF6 TurboSense
Roborock Saros 20
Bosch Unlimited 7 ProAnimal
Henry Quick Pet
Dyson PencilVac
Vacuum cleaner type
Cordless stick
Plug-in upright
Cordless stick
Plug-in upright
Cordless stick
Vacuum cleaner and mop
Cordless stick
Cordless stick
Cordless stick
Provided heads
Floor head, 2-in-1 tool, mini motorised brush
Crevice tool, mini motorised brush, pet hair remover, stair tool
Floor head, crevice tool, 2-in-1 tool, mini motorised brush
Given how many options we have at our disposal, it’s never been easier to find a television that fits specific requirements and a budget — but it has also never been harder to decide which one is actually worth buying. One quick look at a retailer’s website, and you’ll find yourself scratching your head trying to pick between LCD, OLED, or Mini LED options. If you’re even a bit tech-savvy, you’ll recognize OLED as the superior display technology of the bunch — but OLED TVs aren’t exactly budget-friendly.
Mini LED technology has been on the rise recently, bridging the gap between LCD and OLED panels. How Mini LED works is pretty fascinating — it uses hundreds of tiny LEDs behind the LCD panel, giving you several local dimming zones. This lets the TV control bright and dark elements on screen more precisely, as opposed to how a traditional LCD TV would simply light up large portions of the panel. Mini LED panels, can therefore, produce inky blacks while also maintaining high brightness levels when required.
Of course, there’s no one-size-fits-all solution with Mini LED TVs. Sure, newer technologies like QD-Mini LED produce more convincing images, but there are a few downsides that the more expensive OLED TVs don’t have to deal with. I’ve recently made the jump to Mini LED myself, and while it is a noticeable upgrade over my older LCD TV, there are still a few compromises that I’ve had to accept.
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Mini LED TVs suffer from blooming
Adam Berry/Getty Images
It’s difficult to completely eliminate the blooming effect even on premium mini LED TV models — this is simply a technological limitation that comes with panels that use any form of backlight. Blooming refers to the weird halo effect you can sometimes spot around bright objects that are surrounded by a dark background — think of streetlights or the moon against a dark night sky. Blooming is even more noticeable with white subtitles if they are laid over a particularly dark scene, or positioned within the letterbox bars — this is quite difficult for me to miss on my TV.
Blooming happens because of the limited number of dimming zones found in Mini LED TVs. If a bright object is smaller than the dimming zone it’s positioned within, the TV still lights up the entire dimming zone, in turn bleeding the light into the surrounding pixels that should technically have remained dark. A way to make sure you don’t get stuck with a TV with horrendous amounts of blooming is to simply buy one that has more local dimming zones. This ramps up the price noticeably, but it’s still a more affordable affair than going with an OLED panel.
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I noticed that reducing the overall brightness of my TV or turning on a light source in the room helped lessen the visibility of the halo effect. OLEDs don’t suffer from blooming, since every pixel is self-emissive and doesn’t rely on a backlight.
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Worse contrast and a higher response time than OLED
Maksime/Getty Images
OLED’s biggest selling point is how inky the blacks can get, and since every pixel generates its own light, all the TV has to do is turn off the ones responsible for displaying pure black. While premium Mini LED TVs can do a remarkably good job at replicating the contrast levels of OLED panels, the latter is clearly superior given how it has a loyal following among home theater enthusiasts despite the price difference.
RTINGS compared the two technologies in great detail, and another aspect where Mini LED panels fall short is response time. OLED panels have pretty much no latency compared to LCD panels, since each pixel can be updated instantaneously. While response time is mostly relevant when shopping for gaming monitors, it does also affect how fast-moving images appear on TVs. Plus, many OLED and Mini LED TVs are now being advertised as being gaming-ready, and if you’re hooking up a console or gaming PC and meaning to get competitive, this is a factor worth considering. I’ve played some fast-paced games on my TV, and its 288Hz VRR (Variable Refresh Rate) is quite fantastic.
Colors are a huge part of what makes a movie watching experience enjoyable, and fortunately, most Mini LED TVs have excellent color reproduction. In fact, they beat WOLED panels and are on par with QD-OLED displays, thanks to the fact that many mid-range and high-end Mini LED TVs also use quantum dot technology, which produces richer colors.
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Poor viewing angles and the Dirty Screen Effect
In RTINGS’ roundup of the best Mini LED TVs, a common criticism was poor viewing angles, even on the Sony Bravia 9, which is a flagship television. This is because most Mini LED TVs and monitors opt for VA panels that provide deep contrast, but have noticeably poor visibility when viewed from extreme angles. For large living room setups attempting to accommodate multiple viewers, this can be a genuine drawback with Mini LED TVs. That said, traditional LCD TVs also suffer from poor viewing angles, and generally, only OLED panels get you the best viewing experience regardless of where you’re seated.
Mid-range and flagship Mini LED TVs, when adjusted for the optimal TV viewing distance, can still provide a great experience. Another characteristic of OLED TVs is how slim they are. Since Mini LED and regular LCD TVs require a backlight, the additional layer behind the panel adds both thickness and weight. If you’re looking to wall-mount your TV and care about getting the aesthetics just right, then an OLED’s paper-thin profile is difficult to beat.
Mini LED TVs are also susceptible to the Dirty Screen Effect (DSE). It usually shows up as dark patches or long streaks of lines, mostly visible on plain, gray backgrounds. Inconsistencies in backlight diffusion are often the cause of the Dirty Screen Effect, to which OLEDs are nearly immune. That said, I appreciate not having to worry about burn-in on my TV — something OLED owners always have to keep in the back of their minds.
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Our methodology
Adnan Ahmed / SlashGear
Despite all the downsides, Mini LED is an exciting technology that borrows from the positives of both OLED and LCD panels. You get much better contrast levels than LCD TVs and noticeably higher brightness than OLED TVs. Most of the drawbacks we’ve noted are also true for traditional LCD TVs, so unless you’re willing to spend the premium that OLED TVs ask for, we’d say Mini LED TVs are still a fantastic option.
For this article, we also referred to the in-depth analysis carried out by RTINGS across different aspects of TV performance, like contrast ratios, color reproduction, gray uniformity, and response times. Upper-mid-range or premium Mini LED TVs manage to deliver excellent picture quality, even if they can’t quite match OLED in terms of black levels or response time. Some of the best TVs you can buy use either OLED panels or Mini LED technology with a thousand or more dimming zones.
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In fact, after much deliberation, I picked up the TCL C7K (QM7K in other regions) for my own living room. It has 1,008 dimming zones and support for high refresh rate. While I do notice blooming around the subtitles, the contrast ratios being infinitely better than traditional LCD TVs more than make up for it. My unit fortunately doesn’t have the DSE and viewing angles are pretty solid. More importantly, the TV’s peak brightness of 2,600 nits helps with visibility even during the day with the sun at full blast.
Solar boss reckons challenges are regulatory, not technological
It is just over a year since a pilot project to install photovoltaics on a railway line kicked off. According to the CEO of Sun-Ways, the company behind the scheme, the challenge was not so much technical as regulatory.
The project, a 100-meter photovoltaic installation on a railway line open to traffic, was inaugurated on April 24, 2025 in Buttes, Switzerland. It’s fair to say it went well; the 48 solar panels wedged between the tracks have generated more than 19 MWh to date.
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According to the company’s CEO, Joseph Scuderi, more than 11,000 trains have passed over the solar power plant without incident. There has been no impact on railway operations or solar generation.
It’s a novel idea – use the space between rails for solar power generation. While the angle of the panels might not be ideal, the losses would be relatively minor compared to the potential gains. In Switzerland alone, Sun-Ways reckons there is a potential 1 TWh available, enough to meet 30 percent of the country’s public transport needs.
The panels themselves use anti-reflection material to avoid distracting train drivers with glare, and are resistant to micro-cracks, which could lead to a higher risk of fires.
And then there is the installation itself, which required coming up with a rail-mounted machine to deploy the panels. According to Scuderi, the company now has a machine capable of installing up to 300 solar panels per hour, over hundreds of kilometers, rather than the 100 meters of the pilot.
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Solar panels installed between railway tracksPic credit: Sun-Ways
However, as Scuderi told The Register, “Technology wasn’t the problem.
“After all, we’re capable of sending people to the Moon…
“The real challenge is regulation. The strictest safety requirements apply in the rail sector. It took us years to obtain authorization to test our Sun-Ways solar power plant on a line open to passenger trains.”
According to a report published in April by the European Environment Agency, renewables (including solar) accounted for 25.2 percent of final energy consumption in the European Union. In the past year, renewables have accounted for 43.3 percent of generation in the UK, according to the National Grid (the UK’s power transmission network), with 6.9 percent coming from solar.
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The EU’s minimum target is 42.5 percent from renewables by 2030, so sticking solar panels on the space between the rails carries a certain appeal. Scuderi told us that agreements had been made with Italy and France’s SNCF, and that talks were underway with South Korea, Spain, and Portugal.
He said, “I envisage a market launch as early as 2028, with the deployment of small Sun-Ways power plants of 10 km (10,000 m2), then an increase in capacity to reach 1000 km installed by 2035 and 10,000 km in 2040.”
It’s an ambitious plan, and might have seemed the stuff of fiction when Sun-Ways was founded in the early 2020s. Maintaining the panels, track (and track bed), and keeping the units clean enough to generate a worthwhile amount of power were obvious concerns, but the project has shown that these technical challenges can be overcome.
Indeed, equipment capable of installing 300 panels per hour beats the rate at which canopies and station buildings could be plastered with photovoltaics. That said, panels away from the line don’t share the same concerns about impacts from rail traffic or the inconvenience of track maintenance.
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Scuderi told The Register, “The financial projection we have made show a LCOE [Levelized Cost of Energy] from 0.05 €/kWh to 0.09 €/kWh, depending on the amount of sunlight (southern or northern Europe).”
“And for a customer such as a railroad company,” he added, “the LCOE corresponds to the final cost of electricity, since it is not subject to taxes or fees on the public grid, as solar energy is fed directly into the traction grid.”
It is hard not to remember the initial excitement that surrounded solar roadways a decade ago, which unraveled as realities such as the weight of traffic and maintenance requirements struck home. Solar railways, however, appear to be a success thus far, with the panels requiring little maintenance and producing the expected power. The next challenge is scaling it up. ®
Tata Consultancy Services plans to build a team of up to 8,900 forward-deployed AI engineers and is looking for acquisition targets in AI and cybersecurity, chief executive K Krithivasan said.
The move is India’s largest IT firm answering the question that has hung over the sector since the arrival of agentic AI in enterprise stacks, which is whether the industry that sells engineering hours has anything left to sell.
Krithivasan said TCS aims to convert between 1% and 1.5% of its associate base into forward-deployed engineers. Against a headcount of 593,798 at the end of June, that works out at roughly 5,900 to 8,900 people.
The term is borrowed from the AI labs, where forward-deployed engineers sit inside the client’s business and make the model actually do something. Chief operating officer Aarthi Subramanian described them as specialists who are multi-skilled but deep in one particular area, which is a polite way of saying they are the people sent in when the pilot does not survive contact with production.
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Krithivasan has framed the programme as evidence that AI creates jobs rather than destroys them. He did not say whether the engineers will be hired externally or retrained from within, and on a base of nearly 600,000 people, that distinction is the whole story.
TCS added 9,279 employees in the June quarter, its second consecutive quarter of headcount growth after a stretch of contraction. Net profit rose about 5% year on year to ₹13,349 crore, on revenue up 14% to ₹72,275 crore, with an operating margin of 24%.
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“Q1 FY27 reflects continued growth momentum and the strength of our strategic positioning, despite geopolitical and macro-economic headwinds,” Krithivasan said alongside the results, which also carried a ₹12 interim dividend. Growth of 14% is not the profile of a company being hollowed out, though it is also not yet the quarter in which the theory gets tested.
The company reported an order book of $9.5bn for the quarter, including an AI-led transformation deal with the Swedish bearings maker SKF, and said its AI business is now running at a $2.6bn annualised revenue rate, per its own results statement. That last figure is the one investors will test, because it is the only line that distinguishes AI revenue from the rest.
The anxiety it is meant to answer is straightforward. India’s $315bn IT services industry sells effort, and clients who believe AI shortens projects will expect a share of the productivity gain to show up as a lower price.
Acquisitions are the second half of the answer. Krithivasan said TCS is scanning for targets in AI and cybersecurity, though the company named no candidates, gave no budget, and set no timeline.
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TCS is not alone in trying to sit closer to the model layer. Anthropic’s $100m Claude Partner Network pulled Accenture, Deloitte, Cognizant and Infosys into its enterprise ecosystem in March, which tells you where the integrators think the margin is going to sit.
India, meanwhile, is trying to move up the stack in hardware as well as services, with CG Semi beginning commercial chip production at its $870m Gujarat plant this month. The services giants and the fabs are, for once, chasing the same customer.
What TCS has not disclosed is how the forward-deployed engineers will be priced. Consulting firms have historically billed by the hour, and an engineer whose job is to make a model replace hours is an awkward thing to put on a rate card.
The company will report again in October. By then the useful number will not be 8,900, but whether the $2.6bn AI run rate has grown faster than the business it is supposed to be cannibalising.
What just happened? The long-running effort to introduce the click-to-cancel policy will end this October – for those living in New York City. Consumers will no longer be forced to jump through so many hoops when trying to cancel a subscription that they’re encouraged to give up, and the process will be carried out via the same method they used to sign up.
Mayor Zohran Mamdani and the Department of Consumer and Worker Protection (DCWP) announced that the city’s final Click-to-Cancel Rule will take effect on October 1. New York will become the first US city to impose this type of requirement at the municipal level.
“Whether it’s hidden fees that suddenly appear at checkout or subscriptions that take one click to sign up for and a dozen steps to cancel, the result is the same: working people pay more while corporations profit,” said Mayor Mamdani. “That ends now.”
The regulation covers automatic renewals and continuous-service subscriptions, including streaming platforms, gyms, subscription boxes, and free trials that turn into paid plans.
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Businesses must clearly disclose the price, billing frequency, renewal terms, cancellation deadline, and available cancellation methods before asking for payment details or consent.
Companies must allow customers to cancel at any time using a process as easy as the one used to subscribe and through the same medium – so no being forced to cancel over the phone. A business that accepts sign-ups through several channels must offer cancellation through all of them. Even subscriptions started in person must have an online cancellation option.
The rule also targets those all-too-familiar retention tactics. Companies can’t hang up on customers, hide or misrepresent cancellation instructions, lie about the consequences of leaving, or unreasonably delay a request. Consumers cannot be charged to return items supplied for free without their affirmative consent.
Subscriptions with terms of at least six months will require a reminder 15 to 45 days before the cancellation deadline. Businesses must also warn users before free trials lasting more than a month become paid-for and provide notice of material changes, including price increases.
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Violations can bring restitution and civil penalties starting at $525 and rising to $1,050 for a second offense and $3,500 for subsequent violations. The city estimates the rule could save residents between $21.5 million and $162.5 million annually.
We previously reported on the FTC approving a nationwide click-to-cancel rule in 2024, its decision to delay enforcement in May 2025, and an appeals court vacating it two months later because the agency skipped a required preliminary economic analysis. The FTC restarted the rulemaking process in March.
States have continued filling the federal gap. California’s expanded Automatic Renewal Law mandates simple online cancellation and renewal reminders, while Colorado, Connecticut, Massachusetts, Minnesota, and Utah have also strengthened their automatic-renewal rules, although the details differ.
The click-to-cancel measure is final, but New York City’s companion proposal requiring businesses to display all mandatory “junk fees” in the advertised price must still go through a public-comment period and a hearing.
Microsoft and backup are two words often uttered together, usually in the form of “Microsoft Windows has crashed again, where’s my backup?” The question is: what would a backup look like for a digital sign in Derby?
Spotted by eagle-eyed Register reader “nategee”on a stroll in Derby, this sign appears to have spent much of the day pleading to be backed up.
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This poses an interesting question. What, exactly, would constitute a backup for a sign? Microsoft would obviously like somebody to log in with a Microsoft account so the data on the computer behind the scenes can be squirted into its cloud.
However, we’d contend that a more appropriate backup for a digital sign would involve glue, paper, and a person on a ladder, wielding a brush.
Although the words “if anything gets my back up” is often muttered by Windows users faced with yet another surprise update or unexpected screen of blue, the backup suggestion usually pops up when Windows restarts after an update. Microsoft has examined the user’s device and tightly clutched its pearls upon realizing that the PC isn’t backed up.
And now would be the perfect time to back it up by signing in with a Microsoft account, at least as far as the tech giant is concerned. The owners of the billboard might disagree.
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Sadly, there is nowhere obvious for a technically minded passer-by to attach a keyboard and mouse to let the sign continue the startup process, and the hard-pressed techie responsible, doubtless sitting behind a desk at the mothership, has yet to give a remote command to unbork the signage.
Digital signage might be flexible, but we doubt Microsoft is advertising backups here – or reminding everyone that Windows has a habit of nagging users into doing what Redmond thinks is best for them.
Perhaps it’s best to back up to something that doesn’t involve Microsoft’s OS, or maybe even save the power, dust off the poster poster and glue pot. No tech required. ®
South Korea will draw up record budget spending of more than 800 trillion won ($530.97bn) for fiscal 2027, supported by stronger tax revenues from the booming AI chip industry, the government said on Monday.
It is the clearest sign yet that Seoul intends to spend the semiconductor windfall rather than save it, an argument the country has been having since it floated a ‘future response fund’ built on chip tax receipts earlier this month.
Budget Minister Park Hong-keun, speaking at a national fiscal strategy meeting, said the plan would be financed through higher tax receipts and expenditure cuts. The proposal compares with this year’s 727.9 trillion won spending plan, excluding supplementary budgets.
Three “mega-projects”, covering chips, AI data centres and physical AI, will receive top fiscal priority. The government said it would secure the funding capacity through a major restructuring of existing programmes rather than relying solely on the extra tax revenue, which is a more disciplined framing than the numbers alone suggest.
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Park said the restructuring would target about 50 trillion won of spending, twice last year’s level, through a review of discretionary and mandatory expenditures and cuts to underperforming programmes. That is the part of the plan that will meet resistance, because every underperforming programme has a constituency.
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President Lee Jae Myung said the government would use all available means to keep corporate investment on schedule. “Additional tax revenue coming at this time is a precious resource to be used at a golden time when global AI dominance will be determined,” he said.
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The windfall is real and it is concentrated. Combined operating profits at Samsung Electronics and SK Hynix are projected to exceed 600 trillion won this year, up from roughly 90 trillion won a year earlier, and semiconductors now account for a rising share of national exports.
Seoul has already committed $880bn to chips, data centres and robots over the next decade under the same mega-project framing. The 2027 budget is the first annual instalment that has to be written against actual receipts rather than pledges.
It is also a visible upgrade on the government’s own plan. Under fiscal guidelines approved by the Cabinet in March, 2027 spending was pencilled in at 764.4 trillion won, with officials saying at the time that the figure could reach around 800 trillion won only if tax revenues improved and the expansionary stance held. Both conditions, it turns out, were met by the chip cycle.
The Future Response Fund now has a defined shape, at least on paper. It will operate as a strategic investment platform, setting aside tax revenue that exceeds long-term trends and directing it into four areas: youth, growth engines, regions and talent.
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What the government did not say is how large the fund will be, when it launches, or how “long-term trends” in tax revenue will be calculated. Those are the details that decide whether it is an endowment or an accounting line.
A budget written on cyclical profits is a bet that the cycle holds. Memory has crashed before, and the profits funding this plan come from two companies selling into a single wave of AI infrastructure spending.
The boom is also already distorting things closer to home, with the chip rally pressuring Korea’s bond market and record chip bonuses flagged as an inflation risk by economists. An expansionary budget on top of that is a choice, not a neutral act.
The government will publish the full 2027 budget bill later this year, when the restructuring targets stop being a headline figure and start naming programmes. That is when the 50 trillion won will get tested.
You know that one friend who always takes great photos but isn’t the best at sharing them? At my last Fourth of July party, I watched him snap a great picture of my fiancée and me, but instead of asking him to share when he had time, I pulled out Liene’s N200 Pro portable photo printer from my bag. I asked to print that photo on the spot and offered to print anything else he wanted.
Within minutes, it felt like half the party had their phones out, ready to print a photo. By the end of the night, nearly everyone went home with a physical memory of that party.
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Like many children of the ’90s, I’ve seen no shortage of trends from my youth try to return with the assistance of modern technology. Capturing a moment that you can physically hold will always be more interesting to me than an Instagram shot, and over the last two years, we’ve seen photo printers get smaller, more capable and considerably less expensive.
The team at Liene, makers of photo and sticker printers with a reputation for being easy to use, created something so portable that it weighs less than a pound and is just 1.2 inches thick, making it an easy travel companion.
It doesn’t get much easier to use than this N200 printer. It charges via USB-C, which is convenient. On more than one occasion, while testing this printer, I’ve just connected it to the car charger on the way to a gathering, and that has been enough for 25 prints over more than an hour. Photo paper and ink cartridges are both easy to install and leave very little mess behind, aside from the small edge you tear off each photo as it exits the printer. As long as you have a phone, you can use this printer.
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Swapping out the ink catridge doesn’t get much easier than this.
Russell Holly / CNET
Liene printers use thermal dye sublimation to create images, which means every print is done in layers. You’ll see the photo paper move in and out of the machine a couple of times with each print as it applies yellow, magenta and blue ink to create the image before it gets a final lamination and exits the printer. This whole process takes just under 90 seconds, and the image quality is surprisingly good for a 3×2 printed image. And because the sheets Liene sells for this printer are also stickers, you can easily peel off the backing and stick the picture to whatever you want.
If you want to quickly go from your camera roll to printing, Liene’s app makes that pretty effortless. But if you want to have some fun, you’ll find loads of personalization options. If you want to take photos through the app using old-school camera filters, it’s right on the home screen. Want a border around the photo? Too easy, there are dozens of options that update constantly to reflect current holidays and sporting events.
The only part of the app I didn’t use too often was the collage function, but only because a 3×2 image is already pretty small and making it smaller wasn’t usually what friends around me would ask for.
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The photo paper slot is well hidden, but no less easy to access.
Russell Holly / CNET
The $100 version of this printer includes 50 sheets of sticker paper and five ink cartridges. There’s an $89 version that comes with 10 sheets of sticker paper and one ink cartridge, but you’re immediately spending more the moment you need more paper or ink because a new box of paper and ink is $25. This also means that each print comes out to about 50 cents, which is slightly less than the 65 cents per print average from competitors like Fujifilm and Canon.
What Liene created with this printer is a fun conversation starter at a party. Tiny sticker photos aren’t the most practical thing ever, but they’re undeniably fun to make and share at a cost that will work for just about everyone.
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If you’re the kind of person who enjoys a good physical picture, and you have friends to share something like this with, there’s a lot to like about this printer.
IBM’s launch of its AI coding assistant “Bob” points to a much bigger shift in enterprise modernization. Across the industry, AI tools are being positioned as a way to make legacy systems easier to understand, assess and eventually modernize. And there is real value there.
Some of these tools can read thousands of lines of legacy code, identify deprecated APIs, summarize business logic and surface technical debt in minutes. For organizations carrying decades of operational history, that kind of visibility is a big step forward – but let’s not confuse visibility with modernization.
Jim Piazza
Chief AI Officer at Ensono.
Understanding how a system works is necessary. It is not sufficient. I have seen teams produce clean dependency maps, detailed code summaries and impressive technical assessments, only to realize the hardest part starts after the AI has finished scanning the code.
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Legacy estates rarely sit neatly off to the side. They are woven into the operating model of the business. They reflect years of process decisions, integration choices, compliance requirements, customer-specific exceptions and institutional knowledge that is often scattered, tribal or barely documented. Lovely little treasure hunt, except the treasure is risk
An AI model may identify an ageing integration point or highlight an application that supports a critical business process. That is helpful. But the real challenge begins when teams realize how many other systems, workflows and operational teams are connected to what looked like a straightforward change.
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In many large organizations, legacy systems are still in place for a very simple reason: they work. They continue to perform reliably under demanding conditions, even if parts of the surrounding environment have evolved, degraded or become harder to support over time.
That is why modernization is not just a technology exercise. It is a sequencing exercise. It is a risk exercise. And, done properly, it is a business decision.
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The multi-layer challenge
Every technical decision inside a legacy estate has consequences somewhere else. A change to one application can affect recovery procedures, audit requirements, licensing agreements, batch schedules, integration layers or support processes that have been stable for years.
This is where many modernization programs stall. Teams underestimate how interconnected these environments have become. AI can accelerate the technical assessment, but its real value comes when those insights are connected to the operational and commercial context around the system.
That distinction matters. Enterprises are moving away from broad “replace everything” strategies and becoming more selective. Not every legacy platform needs to be ripped out. Some systems need restructuring. Some need better interfaces. Some need to be moved. And some, frankly, should be left exactly where they are because they are doing their job reliably at scale.
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Workload placement has become much more nuanced. Moving a service to public cloud may improve scalability and speed up software delivery, but it can also introduce data sovereignty concerns, latency issues, cost variability or new support dependencies.
At the same time, keeping workloads on modernized IBM Z or Power environments may provide more predictable performance for applications that already run effectively at scale.
The real question is not, “How do we get everything off legacy platforms?” The better questions are, “Which systems genuinely benefit from relocation, which need to be modernized in place, and which can be extended through modern interfaces?”
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Without that context, organizations can spend a lot of money moving systems around without actually fixing the underlying problem. Congratulations, you now have the same complexity in a newer location.
We are already seeing this play out in enterprise environments where legacy platforms still sit at the center of high-volume operations. In one recent assessment, AI coding assistants were used to analyze more than six million lines of RPG code running on IBM Power systems, processing roughly 30 million requests a day.
The work surfaced technical debt and concentrated areas of complexity in weeks, giving the organization a clearer basis for deciding what to modernize, where to start and how to sequence change without disrupting core operations.
That is the practical value of AI in modernization: not magic, but better visibility, faster assessment and smarter prioritization.
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Why enterprise AI deployments are becoming more specific
This broader shift is also showing up in how hyperscalers talk about enterprise AI adoption. Microsoft CEO Satya Nadella has described the market as moving from “discovery” into “widespread diffusion.” In plain English, the challenge is no longer just building impressive models.
It is embedding AI into real workflows, real operations and real business systems at scale. That is much closer to how modernization actually works inside large enterprises.
The same shift is happening with AI models themselves. The industry still loves to talk about scale, but most enterprise teams are not sitting around hoping for a trillion-parameter model to save them. They need tools that help engineers solve very specific problems inside environments that are already complicated enough.
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In many cases, smaller, specialized models are proving more useful because they can be deployed in controlled ways, focused on specific tasks, and governed more tightly.
That governance point matters. Bringing AI into infrastructure operations raises very practical questions: What data can the model access? What systems can it touch? Can it recommend changes? Can it execute them? Who approves movement toward production?
That is another reason task-specific models are gaining traction. Teams can define exactly what the model is allowed to do, where human approval is required and how changes move through existing controls. In enterprise environments, that kind of control is not bureaucracy. It is how you avoid turning a productivity tool into tomorrow morning’s outage bridge.
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Where AI is delivering practical value today
The organizations getting real value from AI are usually not the ones making the loudest claims about it. They are applying AI to engineering and infrastructure work that already consumes huge amounts of time: investigating incidents, mapping dependencies, validating changes, supporting regression testing and understanding how complex systems actually behave.
A lot of that work comes down to giving engineers better visibility and helping them get to root cause faster.
AI models can help connect runtime anomalies to recent code changes. They can reduce the time teams spend manually tracing incidents across hybrid environments. They can support regression testing around older applications and surface integration dependencies that were previously difficult to visualize across multiple infrastructure layers.
That becomes especially important in environments where cloud-native services sit alongside long-established mainframe and midrange systems. In many organizations, the hardest problems show up in the seams between those environments, particularly when different teams manage different parts of the estate with different tools, different metrics and different operating rhythms.
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That is why the most useful AI deployments tend to focus on practical engineering work, not grand attempts to automate everything at once.
Organizations are seeing value in areas that are repetitive, complex and difficult to scale manually. Automated test generation can reduce regression risk around legacy applications. AI-supported observability correlation can shorten incident investigation cycles. Dependency analysis can help teams prioritize infrastructure work that removes bottlenecks affecting service delivery.
In most cases, AI is not replacing engineering judgment. It is improving the work engineering and infrastructure teams already understand well. And that is where the expectations need to be clear.
AI can absolutely speed up discovery. Work that once took weeks of manual assessment can now happen much faster. But that is usually the point where the real work starts.
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A model can tell you how systems connect. It cannot tell you how much disruption the business is prepared to absorb. It cannot decide which customer commitments matter most. It cannot magically unwind 25 years of operational dependency while everyone politely keeps breathing.
Technology leaders should view AI coding assistants as decision-support tools for broader infrastructure and modernization strategies, not as stand-alone solutions to legacy complexity.
IBM’s Bob announcement shows how quickly these capabilities are advancing, especially when it comes to understanding legacy code and helping teams work through large, complex estates. But visibility only matters if organizations can turn it into practical change without creating instability elsewhere.
AI can help you read the legacy estate. It can help you understand the risk. It can help you move faster. But modernization still requires judgment, sequencing and operational discipline.
This article was produced as part of TechRadar Pro Perspectives, our channel to feature the best and brightest minds in the technology industry today.
The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/pro/perspectives-how-to-submit
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