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Dyson Clean+Wash Hygiene Review – Trusted Reviews

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Verdict

A big change from the company’s previous robots, the Dyson Clean+Wash Hygiene comes with a bag-free self-emptying, self-cleaning dock, and a roller-based mopping system. Overall, it’s a decent cleaner and mopper, but the competition is tough. For a similar price you can get robots that mop better or that are more flexible when it comes to mixed environments of hard floors and carpets. And the Dyson app is a little inflexible compared to the competition, too.


  • Self-cleaning roller

  • Bag-free emptying

  • Generally good vacuuming

  • Powerful mopping on most stains

  • Expensive for the features

  • App is a little basic

Key Features


  • Trusted Reviews IconTrusted Reviews Icon


    Review Price: £1049.99

  • Bagless emptying


    Sucks up dust into the large, reusable bin in the dock.


  • Roller mopping

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    A self-cleaning roller is used to mop.

Introduction

As powerful as they are, Dyson’s robot vacuum cleaners have been overtaken by the competition in terms of features and, in particular, mopping performance. The Dyson Spot+Scrub AI is the chance for the company to set the record straight, and deliver a robot that matches the best competition.

Powerful suction, an auto-emptying, auto-cleaning dock, roller-based mopping and stain detection facilities are all features that I’d expect to see in a high-end robot. Are they enough? Read on to see what my full review has to say.

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Design and features

  • Roller mopping
  • Bagless dock
  • Connects via MyDyson app

All previous Dyson robot vacuum cleaners, such as the 360 Vis Nav, have all been standard robots, with a charging-only dock, with emptying left up to you. The Dyson Spot+Scrub Ai is a fresher, more modern robot vacuum cleaner, with a self-empty, self-clean docking station of the type you’d expect to see in the competition, such as the Dreame Aqua10 Ultra Roller Complete

Dyson’s is a chunky dock, but the first thing you’ll spot is the familiar-looking purple-clad cannister on the left-hand side. This is the bin for the self-emptying system, and it looks exactly like one taken from a regular Dyson vacuum cleaner.

Dyson Spot+Scrub Ai water tanksDyson Spot+Scrub Ai water tanks
Image Credit (Trusted Reviews)

Indeed, it’s a Cyclone-powered emptying system, sucking dust out of the robot into the 3-litre bin in the dock. There are no bags here (the only docking station to do without since the Shark PowerDetect NeverTouch Pro Robot Vacuum and Mop RV2800ZEUK), so no ongoing consumable costs. It’s a shame that more robot vacuum cleaners don’t follow suit.

Dyson Spot+Scrub Ai bin in dockDyson Spot+Scrub Ai bin in dock
Image Credit (Trusted Reviews)

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This bin is very large, and Dyson says it can hold up to 300 days’ worth of dust, so you’ll realistically only need to empty it every two to three months.

There are then two water tanks: a 2.1L tank for dirty water, and a 2.3L tank for clean water. Both are easy to remove for filling/emptying.

Behind the clean tank sits the detergent dispenser, which is mixed with clean water automatically. Dyson sells its own hard floor solution you can use, but it’s a shame that a sample isn’t provided in the box. I used my own third-party hard water cleaner instead.

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Dyson Spot+Scrub Ai detergent tankDyson Spot+Scrub Ai detergent tank
Image Credit (Trusted Reviews)

Dyson’s previous robots have looked quite distinctive, but the Dyson Spot+Scrub AI looks very similar to robots from other companies, although a bit chunkier. At 110mm tall, it can’t squeeze under as much furniture as the svelte Roborock Saros 10 or Dreame X50 Ultra Complete.

Dyson Spot+Scrub Ai main robotDyson Spot+Scrub Ai main robot
Image Credit (Trusted Reviews)

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Flip the robot over, and there’s everything that you’d expect. There’s a single brush bar underneath for floor agitation, and two side brushes for teasing dirt out from the edges of rooms. Neither of these side brushes can swing out for corner cleaning, although they do have quite long brushes that protrude from the sides of the robot.

Dyson Spot+Scrub Ai underneathDyson Spot+Scrub Ai underneath
Image Credit (Trusted Reviews)

There’s a roller-based mopping system, too. This is dosed with clean, fresh water, and then dirt is collected by the roller and deposited in a tank. In this way, the roller is kept clean and won’t smear dirt around.

Dyson Spot+Scrub Ai roller close upDyson Spot+Scrub Ai roller close up
Image Credit (Trusted Reviews)

Common to other recent roller-based robot vacuum cleaners that I’ve reviewed, the Dyson Spot+Scrub AI has an extendable roller that can stick out 40mm to one side. That helps it clean right to the edges of rooms.

Dyson Spot+Scrub Ai with mop extendedDyson Spot+Scrub Ai with mop extended
Image Credit (Trusted Reviews)

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This roller can be lifted off the ground when carpet is detected to avoid wetting it, but it won’t fully rise above deep-pile carpet, and there’s no self-sealing system as with the Dreame Aqua10.

Control of the robot is via the MyDyson app, home to all of the company’s smart products. It’s very quick to connect to the app with a similar process to onboarding one of the company’s smart purifiers: the robot is detected automatically, and you just have to hold your phone close to it to connect.

Once connected, the robot needs to map your home. As the Dyson Spot+Scrub AI uses LiDAR for navigation, the process is relatively quick, and far better than the laborious process used by the company’s previous cleaners. 

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At the end of mapping, the app suggests room layouts for you, which were quite out, and also lacked some detail. Due to furniture placement in the Trusted Reviews Home Technology Lab, the robot split the main room up into six different ‘rooms’. The back room was mapped properly, but the map makes it look as there’s no way to get into it.

It was easy enough to merge rooms to create the ones that I wanted, and to label them. I could add no-go and no-mop zones, thresholds to climb, and I could add furniture to rooms, too.

Dyson Spot+Scrub Ai app roomsDyson Spot+Scrub Ai app rooms
Image Credit (Trusted Reviews)

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With other robot vacuum cleaners that I’ve reviewed, such as ones from Roborock and Dreame, furniture gives me a quick-select zone to clean around, such as for cleaning around a table after eating. With the Dyson app, furniture is visible, but I couldn’t do anything with it.

Instead, cleaning options are limited to either cleaning a room or rooms of my choice, or a Target area, selected by drawing a box on the map. Only one Target can be added at a time.

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Cleaning options then include Vacuum and Wash, Vacuum, Wash or Vacuum then Wash. That covers the basics, and there’s a choice of four vacuum modes, including an Auto mode, and three hydration levels for the mop.

Dyson Spot+Scrub Ai app cleaning optionsDyson Spot+Scrub Ai app cleaning options

There’s an option to select one or two wash repetitions for the mop in Wash, and Vacuum and Wash modes; if you want to mop after vacuuming, you can have a single pass. There’s no option to have multiple passes for the vacuum cleaner, and few advanced options in the app.

Largely that’s because the Dyson Spot+Scrub AI is designed to be automatic. It has one of Dyson’s fancy green lights for highlighting dirt on the floor, which you get with its vacuum cleaners, such as the Dyson V16 Piston.

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Dyson Spot+Scrub Ai laser lightDyson Spot+Scrub Ai laser light
Image Credit (Trusted Reviews)

Cameras in the robot feed into an AI engine that is designed to spot and recognise stains, formulating how many passes the cleaner needs to make or, in Auto mode, the level of suction required. The cameras are also used to spot and avoid common household obstacles.

Performance

  • Good vacuuming performance on carpet and hard floors
  • Edge performance could be better
  • Decent mopping on all but the toughest of stains

After getting the Dyson Spot+Scrub AI to create a map of the Trusted Reviews Home Technology Lab, I set it about on a few cleans, starting with the vacuum-only tests. For this, I add a teaspoon of flour to the test carpet, which was placed 50cm or so in front of the docking station.

Cleaning on Auto, the Dyson Spot+Scrub AI dealt with the mess well and got rid of most of the flour, bar a little section that was still faintly visible. Rated at 18,000Pa, this vacuum cleaner is powerful but a little way behind the competition, such as the 22,000Pa Roborock Saros 10, and also behind the previous Dyson model: the 360 Vis Nav was also rated at 22,000Pa. The higher-rated vacuum cleaners did slightly better in my carpet tests. 

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Moving on to the hard floor test, the Dyson Clean+Wash Hygiene easily picked up the flour placed in the middle of the room.

Its edge performance wasn’t so good, leaving a lot of the flour behind when in vacuum-only mode. Passing over the mess with the mop later on improved results a lot.

I then moved on to my mopping tests, which I ran in mop-only mode with two passes, although the auto-detection system meant some areas were covered multiple times. 

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My coffee stain was removed easily, with the floor completely clean.

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Likewise, the red wine stain was also removed without any issues. In fact, both stains would have been fine with a single pass.

My mud stain has some small particles, which were vacuumed up in the previous tests. This just left the trod-in mess, which was removed well.

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My ketchup test is the hardest one, and it took four passes for the stain to be reduced a lot. 

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I then gave it a helping hand by spraying the remaining stain with some kitchen cleaner, leaving it to soak in. After a couple more passes, the stain was greatly reduced, but the overall cleaning wasn’t as good as with the Narwal Flow, which has a wide, flat mopping system.

Dyson Spot+Scrub Ai ketchup stain clean fullyDyson Spot+Scrub Ai ketchup stain clean fully
Image Credit (Trusted Reviews)

I finished off by adding human hair to the carpet. This was all collected, but it was also all wrapped around the edge of the brush bar, which is a little disappointing.

I measured noise at 57.2dB on the highest suction setting, which is good. You can get on with your regular life while the Dyson Clean+Wash Hygiene does its job around the house.

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Battery life is good, too. It’s rated to last for 200 minutes, but I found that on higher power settings, I had enough power to do the entire lab (similar in footprint to a floor in a house), with one vacuuming pass and two mops; plus, there was power left for spot jobs and going over areas again.

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Should you buy it?

You don’t want to use disposable bags

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Bag-free auto emptying means that there are no ongoing costs for this robot.

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You want more features or deeper cleaning

There are robots that are more flexible with mixed environments, that have better apps and that can deeper clean a home.

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Final Thoughts

There are some clear improvements over previous Dyson robot vacuum cleaners, with proper navigation and mopping, but overall suction power is down. The biggest issue is the direct competition.

For just a little more, the Narwal Flow is better at mopping, while the Roborock Saros 10 (itself now replaced as the flagship by the upcoming Saros 20) is far more flexible. Both devices have more flexible apps, with more cleaning options and more advanced settings.

If the Dyson Clean+Wash Hygiene were a little cheaper or had a few more features, it would be an easier buy, but for now, there are better options in my guide to the best robot vacuum cleaners.

How we test

We test every robot vacuum cleaner we review thoroughly over an extended period of time. We use industry standard tests to compare features properly. We’ll always tell you what we find. We never, ever, accept money to review a product.

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Find out more about how we test in our ethics policy.

  • Used as our main robot vacuum cleaner for the review period
  • We test for at least a week
  • Tested with real-world dirt in real-world situations for fair comparisons with other vacuum cleaners

FAQs

Can the Dyson Spot+Scrub AI move over carpets without getting them wet?

It can lift its roller off the ground to avoid short-pile carpets.

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Do you need to buy bags for the Dyson Spot+Scrub AI?

No, it uses a bagless dock.

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Test Data

  Dyson Clean+Wash Hygiene
Sound (high) 57.2 dB

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Full Specs

  Dyson Clean+Wash Hygiene Review
Manufacturer Dyson
Size (Dimensions) 370 x 373 x 110 MM
Release Date 2026
First Reviewed Date 02/02/2026
Vacuum cleaner type Robot vacuum cleaner and mop
Bin capacity 3 litres
Modes Vacuum, vacuum and mop, mop, mop after vacuuming
Filters 2 (one washable in dock, one washable in vacuum)
Run time 200 mins min
Charge time 3 hrs
Brushes 2x side, 1x brush bar
Mop Option Roller

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N-GEN Gaming Chair Delivers Serious Comfort Without the Hefty Price Tag, Complete with Footrest

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N-GEN Gaming Chair
Spending too much time in front of a screen, whether you’re grinding raids or simply trying to get through the day, will cause your body to scream in protest. A good chair can make all the difference; one that keeps your back straight, relieves strain on your spine, and allows you to sit for hours without having to adjust or wincing in discomfort every five minutes. The N-GEN Gaming Chair, priced at $90 (was $140), stands out because it has everything you need in a package that is far less expensive than high-end solutions.



Most people are presented with a simple decision: spend a lot of money on a name brand with all the bells and whistles, or locate something that simply does the job without breaking the bank. This chair falls solidly into the second camp, and it does an excellent job of arguing why it is the best option. The seat and back are made of high-density foam, which is hard but also yielding, ensuring that it retains its shape over time. The PU leather on top is more breathable than you might anticipate for this price, and it wipes clean with a cloth after a long gaming session or a bad spill. A removable headrest pillow relieves strain on your neck, while the lumbar pillow targets the most painful areas of your lower back. All of these small details make a significant difference in how long you can remain there without feeling like you’re being tormented.

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  • Racing Style for Long Sessions – High-back gaming chair with ergonomic racing design, ideal for long hours at your gaming desk or home office.
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  • Quality Materials – Supportive high-density foam cushions, breathable PU leather, and a vibrant finish combine for lasting comfort and a refined look.

N-GEN Gaming Chair
You can recline the chair all the way back, from sitting up straight to a very relaxed posture, and there’s also a footrest that springs out gently when you need a break. The armrests move with the back, staying in place whether you’re sitting upright or slouching, and the height can be readily adjusted with a gas lift that can support up to 300 pounds.

N-GEN Gaming Chair
When it comes down to it, this chair is all about value, since you get the ergonomic necessities without spending a lot of money on fancy branding or features you’ll most likely never use. As for the target audience, this is an excellent choice for anyone needing a chair that can withstand both marathon gaming sessions and extended stretches of focused work.

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Wynn Resorts confirms employee data breach after extortion threat

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Wynn Resorts

Wynn Resorts has confirmed that a hacker stole employee data from its systems after the company was listed on the ShinyHunters extortion gang’s data leak site.

In a statement shared today, the company said it activated its incident response procedures and launched an investigation, with assistance from external cybersecurity experts, after discovering the breach.

“We have learned that an unauthorized third party acquired certain employee data,” reads a statement shared with BleepingComputer.

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“Upon discovery, we immediately activated our incident response protocols and launched a thorough investigation with the help of external cybersecurity experts.”

While Wynn has not stated whether it paid a ransom to prevent the data leak, the company said the attackers confirmed the stolen data had been deleted. In past extortion cases, threat actors have typically only claimed data was deleted after reaching an agreement with a victim.

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“The unauthorized third party has stated that the stolen data has been deleted. We are monitoring and to date have not seen any evidence that the data has been published or otherwise misused,” the statement continued.

The company added that the incident did not impact guest operations or its physical properties, which remain fully operational, and that it is offering complimentary credit monitoring and identity protection services to employees.

ShinyHunters leak site listing

This statement comes after Wynn Resorts appeared on the ShinyHunters data leak site on Thursday.

In the threat actors’ post, the group claimed it had stolen “PII (SSNs, etc) and employee data” and warned the company to make contact before February 23, 2026, or the data would be published.

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“Over 800k records containing PII(SSNs, etc) and employee data have been compromised,” reads the now-deleted post on ShinyHunters data leak site.

“This is a final warning to reach out by 23 Feb 2026 before we leak along with several annoying (digital) problems that’ll come your way. Make the right decision, don’t be the next headling.”

Wynn Resorts listing on the ShinyHunters data leak site
Wynn Resorts listing on the ShinyHunters data leak site

Shortly after, the Wynn entry was removed from the site, a move that often occurs when negotiations are underway or claims are disputed.

Wynn Resorts did not answer questions about whether a ransom was paid or how many people were affected. Similarly, ShinyHunters told BleepingComputer that they had no comment on whether they received a payment.

However, the threat actors did previously claim to have stolen the data from the company’s Oracle PeopleSoft environment.

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ShinyHunters is a data extortion group known for breaching organizations and threatening to publish stolen data unless a ransom is paid.

The group has previously claimed responsibility for multiple high-profile data theft incidents and has operated across various underground forums and extortion portals over the years.

Last year, ShinyHunters conducted a widespread campaign to steal Salesforce data, targeting numerous companies through social engineering and stolen third-party OAuth tokens.

In recent weeks, ShinyHunters has claimed responsibility for a wave of other security breaches, including Panera BreadBettermentSoundCloudCanada GoosePornHub, and online dating giant Match Group.

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Some of the victims were compromised through voice phishing (vishing) attacks targeting single sign-on (SSO) accounts at Google, Microsoft, and Okta, where the threat actors posed as IT support staff to trick employees into entering credentials and multi-factor authentication (MFA) codes on phishing sites.

As BleepingComputer first reported, the ShinyHunters group more recently adopted device code vishing to obtain Microsoft Entra authentication tokens.

After stealing their targets’ credentials and auth codes, the threat actors hijack the victims’ SSO accounts to steal data from connected SaaS applications such as Salesforce, Microsoft 365, Google Workspace, SAP, Slack, Adobe, Atlassian, Zendesk, Dropbox, and many others.

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CrowdStrike Says Attackers Are Moving Through Networks in Under 30 Minutes

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An anonymous reader shares a report: Cyberattacks reached victims faster and came from a wider range of threat groups than ever last year, CrowdStrike said in its annual global threat report released Tuesday, adding that cybercriminals and nation-states increasingly relied on predictable tactics to evade detection by exploiting trusted systems.

The average breakout time — how long it took financially-motivated attackers to move from initial intrusion to other network systems — dropped to 29 minutes in 2025, a 65% increase in speed from the year prior. “The fastest breakout time a year ago was 51 seconds. This year it’s 27 seconds,” Adam Meyers, head of counter adversary operations at CrowdStrike, told CyberScoop. Defenders are falling behind because attackers are refining their techniques, using social engineering to access high-privilege systems faster and move through victims’ cloud infrastructure undetected.

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The world's first transatlantic fiber cable is being pulled off the ocean floor

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TAT-8 was the eighth Trans-Atlantic Telephone system and the first to replace copper transmission with single-mode optical fiber between the United States, the United Kingdom, and France. The system used 1.3-micrometer single-mode fiber and optoelectronic repeaters operating at roughly 280 Mbit/s.
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Phishing campaign targets freight and logistics orgs in the US, Europe

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Phishing campaign targets freight and logistics orgs in the US, Europe

A financially motivated threat group dubbed “Diesel Vortex” is stealing credentials from freight and logistics operators in the U.S. and Europe in phishing attacks using 52 domains.

In a campaign that has been running since September 2025, the threat actor has stolen 1,649 unique credentials from platforms and service providers critical in the freight industry.

Some of the Diesel Vortex victims include DAT Truckstop, TIMOCOM, Teleroute, Penske Logistics, Girteka, and Electronic Funds Source (EFS).

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Researchers at the typosquatting monitoring platform Have I Been Squatted uncovered the campaign after finding an exposed repository containing an SQL database from a phishing project that the threat actor called Global Profit and marketed it to other cybercriminals under the name MC Profit Always.

The repository also included a file with Telegram webhook logs that revealed communications between the phishing service operators. Based on the language used, the researchers believe that Diesel Vortex is an Armenian-speaking actor connected to Russian infrastructure.

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Have I Been Squatted’s analysis efforts were joined by tokenization infrastructure provider Ctrl-Alt-Intel, which connected the dots between operators, infrastructure, and connections to various companies using open-source intelligence.

In a lengthy technical report, the typosquatting protection provider states that it uncovered nearly 3,500 stolen credential pairs, with 1,649 of them being unique.

Volume of Diesel Vortex credential theft
Volume of Diesel Vortex credential theft
Source: Have I Been Squatted

The researchers say that they also found a link to a mind map created by a member of the group, which describes a “highly organised operation” complete with a call-centre, mail support, programmer rols, and staff responsible for finding drivers, carriers, and logistics contacts.

Furthermore, the map provided details about acquisition channels that included the DAT One marketplace, email campaigns, rate confirmation fraud, and revenue for various operational tiers.

“The [Diesel Vortex] group built dedicated phishing infrastructure for platforms used daily by freight brokers, trucking companies, and supply chain operators. Load boards, fleet management portals, fuel card systems, and freight exchanges were all in scope,” Have I Been Squatted researchers say.

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“These platforms sit at the intersection of high transaction volumes and the targeted workforce isn’t typically the primary focus of enterprise security programs, and the operators clearly knew it.”

The attacks involve sending phishing emails to targets via a phishing kit’s mailer, using Zoho SMTP and Zeptomail, and combining Cyrilic homoglyph tricks in the sender and subject fields to evade security filters.

Voice phishing and infiltration into Telegram channels frequented by trucking and logistics personnel were also used in the attacks.

When a victim clicks a phishing link, they land on a minimal HTML page on a ‘.com’ domain with a full-screen iframe that loads the phishing content, followed by a 9-stage cloaking process on the system domain (.top/.icu).

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The phishing pages are pixel-level clones of the targeted logistics platforms. Depending on the target, they may capture credentials, permit data, MC/DOT numbers, RMIS login details, PINs, two-factor authentication codes, security tokens, payment amounts, payee names, and check numbers.

Two phishing pages used in the same attack string
Two phishing pages used in the same attack
Source: Have I Been Squatted

The phishing process is under the operator’s direct control, who decides when to approve steps and activate the next phases via Telegram bots.

Possible actions include requesting a password for Google, Microsoft Office 365, and Yahoo, 2FA methods, redirecting the victim, or even blocking them mid-session.

Overview of the attack
Overview of the attack
Source: Have I Been Squatted

The researchers state that the Diesel Vortex operation, including panel and phishing domains and GitLab repositories, was disrupted following a coordinated action involving GitLab, Cloudflare, Google Threat Intelligence, CrowdStrike, and Microsoft Threat Intelligence Center.

For its part, Ctrl-Alt-Intel conducted an OSINT investigation starting from operators’ Telegram chats in Armenian about stealing cargo or funds, and an email address.

Along with a domain name found in the phishing panel’s source code, the researchers revealed connections to individuals and companies in Russia involved in wholesale trade, transportation, and warehousing.

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The researchers noted that “the same email identified used to register phishing infrastructure appears in [Russian] corporate filings for logistics companies operating in the same vertical targeted by Diesel Vortex.”

Based on the uncovered evidence, the researchers determined that Diesel Vortex stole credentials and also coordinated activities related to freight impersonation, mailbox compromise, and double-brokering or cargo diversion.

Double brokering refers to the use of stolen carrier identities to book loads and then reassigning or diverting freight cargo, which allows sending the goods to fraudulent pickup points so they can be stolen.

The full indicators of compromise (IoCs), including network, Telegram, infrastructure, email, and cryptocurrency addresses, are available at the bottom of the Have I Been Squatted report.

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Modern IT infrastructure moves faster than manual workflows can handle.

In this new Tines guide, learn how your team can reduce hidden manual delays, improve reliability through automated response, and build and scale intelligent workflows on top of tools you already use.

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New Datacentres Risk Doubling Great Britain’s Electricity Use, Regulator Says

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The amount of power being sought by new datacentre projects in Great Britain would exceed the national current peak electricity consumption, according to an industry watchdog. From a report: Ofgem said about 140 proposed datacentre schemes, driven by use of artificial intelligence, could require 50 gigawatts of electricity — 5GW more than the country’s current peak demand.

The figure was revealed in an Ofgem consultation on demand for new connections to the power grid. It pointed to a “surge in demand” for connection applications between November 2024 and June last year, with a significant number coming from datacentres. This has exceeded even the most ambitious forecasts.

Meanwhile, new renewable energy projects are not being connected to the grid at the pace they are being built to help meet the government’s clean energy targets by the end of the decade. Ofgem said the work required to connect surging numbers of datacentres could mean delays for other projects that are “critical for decarbonisation and economic growth.” Datacentres are the central nervous system of AI tools such as chatbots and image generators, playing a vital role in training and operating products such as ChatGPT and Gemini.

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LG’s massive 52-inch ultra-wide gaming monitor costs $2,000

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LG kicked off the year by unveiling a new lineup of gaming monitors, and today the company has priced out the biggest of the bunch. The UltraGear evo G9 (52G930B) is now available for pre-order, and the massive screen will cost just $2,000.

Yes, you can buy a perfectly excellent gaming monitor for much less, but $2,000 is a surprisingly low price tag for this 52-inch ultrawide monitor with a 1000R curve, which LG is billing as “the world’s largest 5K2K gaming monitor.” In addition to its huge size, the G9 can run at a 240Hz refresh rate and offers a 1 millisecond gray-to-gray response rate. Visuals are supported by VESA DisplayHDR 600 and up to 95% DCI-P3 color gamut coverage.

LG has long done solid work on gaming monitors, and the G9 seems like a good choice for anyone who wants to be seriously immersed in their gameplay. Whether that’s for a high-fidelity experience like Microsoft Flight Simulator or for having the maximum coziness in Stardew Valley is up to you.

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Column: Public trust is becoming AI’s real bottleneck

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Jesse Collins.

The two towers near Aberdeen weren’t supposed to be monuments. They were supposed to be engines.

Drive west from Olympia and you’ll see the unfinished nuclear plant rising from the evergreen canopy. The project promised clean energy, jobs, and technological prestige. Instead, it became a cautionary tale of cost overruns and evaporating public confidence.

Nuclear engineering remained sound. Public confidence did not.

Industries rarely stall because they hit a technical ceiling. They slow when political and social permission erodes.

Artificial intelligence now sits in a similar moment. Public trust in major institutions is fragile, and trust in large technology companies is even lower. Concerns about job displacement, wealth concentration, and infrastructure strain are no longer fringe anxieties. They are mainstream political energy. Across multiple states, lawmakers have introduced proposals to pause or restrict data center expansion. That momentum did not emerge overnight.

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Tech executives and investors are no longer background actors. Their statements travel faster than their products. As taxes, oversight, and regulation come under debate, tech’s most visible voices often frame them as hostility toward innovation. It may feel like a necessary defense, but it can reinforce the perception that the industry is unwilling to adapt to broader political realities.
In Washington state, that energy is visible in the debate around new capital gains and high-income tax proposals. Some startup leaders have framed tax proposals as existential threats to Seattle’s innovation economy and warn that Washington risks becoming “the next Cleveland.”

Incremental taxes on high incomes are unlikely to determine whether Seattle remains a technology hub. But public panic about those taxes can shape how the industry is perceived. To an average voter worried about job displacement or rising costs, highly visible opposition to millionaire tax proposals can feel disconnected from broader economic anxieties. That contrast hardens the sense that tech operates in a separate lane from everyone else. Perception like that carries consequences.

The site of Satsop Nuclear Power Plant in Elma, Wash., where only one of five units were actually built following public pushback. (Photo via Wikimedia Commons)

When distrust hardens into political momentum, policy seldom arrives as a narrow correction. It tends to be broad and reactive. 

What makes legitimacy risk particularly dangerous is that it rarely begins with statute. It begins with friction. Hiring becomes harder in communities that feel antagonistic toward the industry. Government partnerships face louder opposition. Enterprise buyers extend diligence cycles. Distribution slows in subtle ways that don’t show up in quarterly dashboards but compound over time. These costs compound even if they are difficult to measure.

Industries under suspicion move differently. Telecommunications once represented the frontier of American innovation. As power consolidated and public suspicion grew, the response included structural control and heavy supervision. Innovation did not end, but it moved under tighter constraints and at a slower pace. The center of gravity shifted from experimentation to permission.

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As a founder building risk and regulatory infrastructure for financial institutions, I think about these dynamics constantly. I expect guardrails. Thoughtful regulation is not the enemy. In many cases, it creates highly functional markets.

What concerns me is overcorrection. Sweeping licensing regimes, expansive liability standards for model outputs, escalating compliance overhead, infrastructure caps written in frustration rather than precision. Those burdens fall hardest on young companies without large compliance teams.

We are careful about pricing market and technical risk. We are far less disciplined about legitimacy risk, the moment an industry loses its social license to operate.

Over the next decade, legitimacy may be the binding constraint. Durability matters more than short-term velocity, and durability is built on public trust.

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Seattle became a technology hub because it was broadly trusted to build. That trust gave companies room to experiment and scale. It was a form of oxygen. You rarely notice it until it thins. By then, the towers are already standing.

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Apple’s touch-screen MacBook Pro will get the iPhone’s pill-shaped Dynamic Island

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Apple is expected to launch redesigned MacBook Pro laptops later this year, and these are expected to bring a massive overhaul in terms of looks and innards. The biggest change is going to be a touch-sensitive panel, one with OLED tech underneath instead of mini-LED panels that you get on the current crop of Pro laptops by Apple. But it seems the pill-shaped cutout from the iPhones — officially known as the Dynamic Island — will also appear on these laptops, as per Bloomberg.

What’s the big shift?

“The company’s initial touch Macs, due this fall, will have the Dynamic Island at the center top of the display, said the people, who asked not to be identified because the plans aren’t public,” reports Bloomberg. Ever since Apple put a notch on the MacBook — both Air and Pro models — fans have complained about the lost screen real estate and how it has remained untouched in terms of functionalities.

The open-source community, on the other hand, has developed plenty of apps that make the best use of the notch, turning it into a file container, clipboard manager, camera preview engine, mini-calendar, and more. But the aesthetic trade-off is still very much there. On the upcoming MacBook Pro overhaul, Apple is apparently solving two problems in one go viz., get rid of the notch, and put a Dynamic Island in its place that can serve as a hub of activities, similar to what we get on the iPhone.

At last, some good news

Currently in development under the codenames code-named K114 and K116, the upcoming 14-inch and 16-inch MacBook Pro will feature a UI that is designed around interactions. And if the user interaction with the Dynamic Island on iPhones is anything to go by, its counterpart on the MacBook Pro will do a lot more, from tracking ongoing activities to serving as a progress timer and more. But Apple is not going all-in with a touch-friendly design of macOS.

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“The idea is to let customers use the touch input as much or as little as they’d like, and blend it with the familiar point-and-click approach,” adds the Bloomberg report. As far as the Dynamic Island itself is concerned, it will be smaller than what you currently see on iPhones. Either way, it’s an exciting turn of events. But it would still take some time getting used to. “There are other questions — how dynamic would this Dynamic Island be? If it frequently changes size like the iPhone version, that might mess with your muscle memory, as buttons are no longer where you expect them to be,” says our previous reporting on the possibility.

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The era of human web search is over: Nimble launches Agentic Search Platform for enterprises boasting 99% accuracy

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Web Search has already been disrupted by AI — just take a look at how readily Google is presenting users with AI Overviews (summaries of search results) at the top of their results pages, how Bing early on integrated OpenAI’s GPT models, and how Perplexity continues to build on its own AI-driven web search platform and browsers.

Nimble announced the launch of its Agentic Search Platform, a system designed to transform the public web into trusted, decision-grade data for AI systems and business workflows.

The launch is supported by $47 million in Series B financing led by Norwest, with participation from Databricks Ventures and others, bringing the company’s total funding to $75 million.

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The initiative addresses a fundamental bottleneck in the current AI era: while large language models (LLMs) are becoming more sophisticated, they often reason over incomplete or unverifiable external information. Nimble’s platform aims to eliminate this “guesswork gap” by providing a governed data layer that searches, navigates, and validates live internet data in real time.

In an exclusive interview with VentureBeat, Nimble co-founder and CEO Uri Knorovich reflected on the early skepticism regarding his vision of a machine-centric internet.

“Whenever we started this company, and the first time I went to investors, I told them the web is built for humans, but machines are going to be the first citizens of the web,” Knorovich recalled. He noted that while initial reactions labeled him as “too visionary,” the current reality of AI adoption has validated his thesis.

Technology: Coordinated multi-agent architecture

The core of Nimble’s solution is a proprietary distributed architecture that orchestrates specialized agents to perform tasks traditionally handled by human researchers or brittle web scrapers. According to the company’s infrastructure documentation, the process is broken down into five distinct layers:

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  • Headless browser and browsing agents: These layers manage the initial interaction with a target domain, navigating complex site structures as a human would.

  • Parsing agents: These agents interpret the page content, identifying relevant data elements across various formats.

  • Data processing agents: This layer aggregates, filters, and cleans noisy internet data to produce specific, structured answers.

  • Validation agents: The final step involves verifying the results to ensure accuracy and completeness before delivery.

Unlike standard search engines designed for consumer link-clicking, this architecture uses multimodal and reasoning capabilities from frontier models—including those from OpenAI, Anthropic, and Meta—to control real browsers. This allows Nimble to navigate dynamic layouts and cross-check results, producing auditable data outputs rather than simple text summaries.

A new paradigm: ‘The web is built for humans, but machines are the first citizens’

Knorovich points out that the scale of AI interaction with the web is fundamentally different from human behavior. “We, as humans, search for maybe three or five options before we making decisions… but every day, Nimble perform more than 3.2 million interactions in the web,” he explained. This sheer volume of billions of monthly searches represents a programmatic shift that requires a new type of infrastructure.

The bottleneck for enterprises today, according to Knorovich, isn’t the intelligence of the models, but the quality of the data they can access. “Agents are the headlines, and accurate and reliable web search is the bottleneck,” he stated.

Nimble vs. consumer search: Precision over speed

Knorovich explicitly differentiates Nimble from general-purpose tools like Google or consumer AI search assistants.

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While Google has built a search experience for consumers that is optimized for speed and finding a local restaurant, enterprises require high-scale, high-accuracy results to make multi-million dollar decisions.

“General purpose web search tool are great to have a general answers, such as who is the wife Leo missing,” Knorovich remarked during the interview. “But enterprises need deep, granular data, and they need to have the ability to control the search filters, to control the regulation, to control what is a trusted source”. Unlike consumer AI modes that may summarize a Reddit post or high-level news, Nimble provides “street-level” information that can be stored directly in an enterprise system of record.

Product: Bridging the no-code and developer divide

The Agentic Search Platform is delivered through two primary interfaces designed for enterprise scalability:

  1. Web search agents: A no-code AI workflow builder that enables business teams to describe the data they need and receive structured data streams without writing a line of code.

  2. Web tools SDK: A suite of APIs for builders to search, extract, and crawl the web directly from their code. This includes specialized tools like the /crawl API for mapping entire domains and the /map API for creating domain trees.

The platform is built to deliver data with greater than 99% accuracy — meaning fewer than 1% inaccurate or hallucinated data for the total contents of each search result returned — and a latency of 1-2 milliseconds per request.

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It integrates natively with major data environments, allowing users to stream clean data directly into Databricks, Snowflake, S3, or Microsoft Fabric.

During the interview, Knorovich emphasized that Nimble is designed to be model-agnostic, working seamlessly with state-of-the-art models from OpenAI, Anthropic, and Google’s Gemini. This flexibility allows companies to use Nimble alongside their existing tech stack, whether they are running models in the cloud or on-premise for high-security environments like healthcare or banking.

Case studies: Accuracy in action

Knorovich provided several real-world examples of how this “street-level” data impacts professional workflows. For instance, a real estate broker looking to expand into a new territory doesn’t need a high-level summary from a general-purpose AI.

“If you want to know what’s happening in the commercial real estate in Atlanta… you’re not looking for search that’s optimized for the millisecond,” Knorovich explained. “You’re looking for street-level, neighborhood-level information… data that you can actually see on a table or download to Excel”.

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Another use case involves major financial institutions utilizing Nimble for “know your customer” (KYC) processes. By deploying an autonomous search agent, banks can cross-reference multiple public reports, criminal records, and address verifications to build a complete profile of a client before they even enter the building. The goal, Knorovich noted, is to provide the “external truth” that exists outside an organization’s internal firewalls.

Enterprise licensing and compliance

Nimble differentiates itself from legacy scraping tools through a rigorous focus on governance and trust. The platform is “compliant-by-design,” holding certifications for SOC2 Type II, GDPR, CCPA, and HIPAA.

Pricing is structured to support both experimental startups and high-scale enterprise operations, aligned with the volume and depth of data retrieved.

“Pricing should be aligned with the value that the user is getting… therefore, we are pricing by the amount of searches that you’re running,” Knorovich said.

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  • Search and answer APIs: Standard search inputs cost $1 per 1,000, while the “Answer” function—which provides reasoning based on search results—costs $4 per 1,000.

  • Managed services: For larger organizations, managed tiers start at $2,000 per month (Startup) and scale to $15,000 per month (Professional) for unlimited agents and priority support.

  • Proxy access: A network of over 1 million residential proxies is available starting at $7.50 per GB

Community and user reactions

The transition to agentic search has already been operationalized by several Fortune 500 companies and AI-native startups:

  • Julie Averill, former CIO at Lululemon, stated that pricing intelligence which once took weeks to review can now be responded to in minutes by putting control in the hands of an agent.

  • Itamar Fridman, CEO and Co-founder of Qodo, noted that the platform’s scalability was “crucial in developing more robust and reliable AI systems” by feeding LLMs with high-quality data.

  • Dennis Irorere, Data Engineer at TripAdvisor, highlighted that the platform simplifies the extraction of structured data from complex sources, which he described as “transformative” for his role.

  • Grips Intelligence reported scaling to over 45,000 e-commerce sites using Nimble’s Web API to deliver real-time pricing and product data.

  • Alta utilizes the platform to power millions of AI-driven go-to-market workflows daily, reporting 3–4× deeper context and >99% reliability

Series B to accelerate multi-agent web search and data governance

The $47 million Series B funding announced alongside the platform will be used to accelerate research in multi-agent web search and further develop the governed data layer.

The round saw participation from a wide ecosystem of investors, including Target Global, Square Peg, Hetz Ventures, Slow Ventures, R-Squared Ventures, J-Ventures, and InvestInData.

Andrew Ferguson, VP of Databricks Ventures, noted that Nimble complements their Data Intelligence Platform by providing a “real-time web data layer” that extends workflows beyond internal sources. This strategic investment signals a shift in the industry toward prioritizing “external truth” to ground mission-critical AI applications.

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For Knorovich, the future of the web belongs to programmatic interaction. “Programmatic web search is where we are building towards,” he concluded. By moving away from legacy data vendors and brittle scrapers, Nimble aims to provide the real-time structure needed for AI to act with confidence in the real world.

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