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CARMEN the robot companion can help boost your memory and cognition

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CARMEN the robot companion can help boost your memory and cognition

Have you ever walked into a room and forgotten why you’re there? Or misplaced your keys for the umpteenth time this week? If you’ve been noticing these little memory hiccups more often, you’re not alone.

As we age, our cognitive functions can start to slow down, and for some, it might be a sign of mild cognitive impairment. 

But don’t worry. Help is on the way in an unexpected form. Say hello to CARMEN, a new robot designed to give your brain the workout it needs.

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Carmen AI robot  (University of California San Diego)

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What’s CARMEN, you ask?

CARMEN stands for Cognitively Assistive Robot for Motivation and Neurorehabilitation. Fancy name, right? But don’t worry, CARMEN’s job is simple — to help people with mild cognitive impairment (MCI) sharpen their mental skills from the comfort of their own homes. This small, tabletop robot was developed by researchers at the University of California San Diego.

Think of CARMEN as a personal trainer for your brain, ready to guide you through exercises that can boost your memory, enhance your attention and improve your problem-solving skills. What makes CARMEN special is that it’s the only robot out there that focuses on teaching compensatory cognitive strategies. In other words, it helps you find clever workarounds for cognitive challenges.

Carmen AI robot  (University of California San Diego)

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Why CARMEN is a game-changer

Here’s the deal. About 20% of folks over 65 have MCI, which is like a middle ground between normal aging and dementia. It’s not just a minor inconvenience. Up to 15% of people with MCI transition to dementia each year. While there aren’t any miracle pills to stop MCI from progressing, behavioral treatments can make a real difference. That’s where CARMEN comes in. 

As Laurel Riek, a professor at UC San Diego and the project’s senior author, puts it, “We wanted to make sure we were providing meaningful and practical inventions.”

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Carmen AI robot  (University of California San Diego)

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What can CARMEN do for you?

Imagine having a personal trainer for your brain right on your tabletop. CARMEN leads you through fun, interactive games and activities designed to boost your memory, attention and problem-solving skills. If you need help remembering where you put your keys, CARMEN can teach you to create routine places for important objects.

If you’re struggling to keep track of appointments, CARMEN’s got note-taking strategies for that. These aren’t just random exercises. They’re part of a well-validated compensatory cognitive training (CCT) intervention, which CARMEN delivers autonomously.

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Carmen AI robot  (University of California San Diego)

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The brains behind CARMEN

CARMEN wasn’t born in a vacuum. The clever folks at the University of California San Diego teamed up with doctors, people with MCI and their caregivers to create this little robot. They wanted to make sure CARMEN would be truly helpful in real-life situations.

The team designed CARMEN with some key features in mind. It’s plug-and-play, with few moving parts, so you can use it without supervision. It works even with limited internet access. It communicates clearly and shows empathy. It gives you breaks after tough tasks to keep you engaged.

Carmen AI robot  (University of California San Diego)

CARMEN in action: What do users think?

After spending a week with CARMEN, users reported trying out new strategies they thought were impossible before. Most found CARMEN easy to use and understand, though one user did find it a bit challenging. The best part? Everyone wanted more time with their new robotic pal.

“We found that CARMEN gave participants confidence to use cognitive strategies in their everyday life, and participants saw opportunities for CARMEN to exhibit greater levels of autonomy or be used for other applications,”the researchers reported.

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Carmen AI robot  (University of California San Diego))

The tech behind CARMEN

CARMEN is built on the FLEXI robot platform from the University of Washington. However, the UC San Diego team made significant hardware modifications and wrote all the software from scratch. They’re using ROS (Robot Operating System) to run CARMEN’s brain.

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Carmen AI robot  (University of California San Diego)

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What’s next for CARMEN?

The team is planning to test CARMEN in more homes. It also wants to teach CARMEN how to have conversations while keeping your privacy safe. This is both an accessibility issue and a response to people’s expectations of being able to talk with home systems. The researchers are also exploring how CARMEN might help people with other conditions, like ADHD.

But they’re being careful too. As Riek notes, “We want to be mindful that the user still needs to do the bulk of the work, so the robot can only assist and not give too many hints.” 

While we don’t know the eventual cost or exact release date yet, CARMEN’s development shows promise for accessible, at-home cognitive support in the future.

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Similar technologies in brain training

While CARMEN represents an exciting development in cognitive assistance for those with mild cognitive impairment, it’s worth noting that it’s not the only player in the field of brain training technology. We’ve previously covered another innovative system called Sens.ai, which offers a different approach to cognitive enhancement.

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Sens.ai is a 5-in-1 brain training system that uses a comfortable headset and a gamified app to help users achieve various cognitive goals. Unlike CARMEN, which is specifically designed for those with mild cognitive impairment, Sens.ai caters to a broader audience looking to improve sleep, cognition, well-being or meditation skills.

The Sens.ai system employs a range of advanced technologies, including brainwave sensors, heart rate monitors, transcranial photobiomodulation, and objective functional brain testing. These tools work together to measure and enhance brain performance across different areas of cognitive function.

While CARMEN is still in the research phase, Sens.ai is already available to consumers, offering a free trial of its membership program. It’s backed by scientific research and has garnered positive testimonials from users.

The existence of technologies like Sens.ai alongside research projects like CARMEN demonstrates the growing interest and investment in cognitive enhancement tools. As this field continues to evolve, we may see a variety of options become available to support brain health and cognitive function for different user needs and preferences. 

Kurt’s key takeaways

CARMEN represents an exciting step forward in how we approach cognitive health. By bringing clinically validated exercises into people’s homes through a friendly, interactive robot, we’re making brain health more accessible and engaging. While CARMEN is still in the research phase, it’s not hard to imagine a future where these kinds of AI assistants become common household helpers, especially for our aging population. They could be a game-changer in extending independence and quality of life for many people.

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So, what do you think? Would you welcome a little robot like CARMEN into your home to help keep your mind sharp? Let us know by writing us at Cyberguy.com/Contact

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Google just leaked a first look at Android for PC in action

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Google just leaked a first look at Android for PC in action

We’ve been waiting months for our first look at Android running on a PC in Google’s upcoming ChromeOS / Android hybrid platform, codenamed Aluminium OS. Now we’ve seen it in action, and have Google to thank for the leak.

9to5Google spotted a bug report related to Chrome Incognito tabs published to the Google Issue Tracker yesterday, including two screen recordings taken from a device running Aluminium OS. Google has now restricted access to the report, but 9to5Google managed to pull the videos first. The site also reports that the bug tracker mentioned an ALOS software version — already confirmed to be the initialism for Aluminium OS — and that the recordings came from an HP Elite Dragonfly 13.5 Chromebook.

The videos themselves — shared to YouTube by Android Authority — add further confirmation that this is Aluminium OS, listing the OS as Android 16, with a build number that matches the ALOS one mentioned in the bug report. It certainly looks like this is an existing Chromebook being used to test the upcoming ALOS experience, which Android head Sameer Samat previously said we should expect to see more from this year.

As for what we see of Aluminium, it’s very much the mashup you’d expect. The taskbar resembles ChromeOS’s, but moves the start button into the center, à la Android. There’s a status bar at the top, more like Android than ChromeOS, with familiar Android icons for battery, Wi-Fi connection, and so on. The video gives us a brief look at the Play Store, along with some split-screen multitasking, but it’s hardly a deep dive of the new OS. We might need to wait for Google to release a video on purpose for that.

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Uber unveils a new robotaxi with no driver behind the wheel

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Uber unveils a new robotaxi with no driver behind the wheel

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Uber is getting closer to offering rides with no one behind the wheel. 

The company recently unveiled a new robotaxi and confirmed that autonomous testing is already underway on public roads in the San Francisco Bay Area. While the vehicle first appeared earlier this month at the Consumer Electronics Show 2026, the bigger story now is what is happening after the show.

These robotaxis are no longer confined to presentations or closed courses. They are driving in real traffic as Uber prepares for a public launch later this year.

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Uber’s new robotaxi operates on public roads in the San Francisco Bay Area as the company moves closer to offering fully driverless rides later this year. (Klaudia Radecka/NurPhoto via Getty Images)

Who is behind Uber’s robotaxi

Uber is the name most riders recognize. However, two partners handle the technology behind the scenes. Lucid Group builds the all-electric vehicle. It is based on the Lucid Gravity SUV, which was designed for long-range efficiency and passenger comfort. Nuro provides the self-driving system. Nuro also leads testing and safety validation. Together, the three companies are developing a robotaxi service that will be available only through Uber.

Uber’s robotaxi is already driving itself

Autonomous on-road testing began last month in the Bay Area. These tests take place on public streets rather than private test tracks. Nuro runs the testing program using trained safety operators who supervise each trip. The focus is on everyday driving situations such as intersections, lane changes, traffic lights and pedestrians. This stage is critical. It allows engineers to evaluate how the system behaves in real conditions before opening rides to the public.

What makes Uber’s robotaxi different

Uber’s robotaxi was designed from the start to operate without a driver. It combines electric vehicle engineering with visible autonomy features that riders can understand.

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Key features include:

  • A multi-sensor system using cameras, lidar and radar for full awareness
  • A low-profile roof-mounted Halo module integrated into the vehicle
  • Exterior LED displays that show rider initials and trip status
  • In-cabin screens for climate, music and support access
  • Real-time visuals that show what the vehicle sees and plans to do
  • Seating for up to six passengers with room for luggage

The robotaxi runs on high-performance computing powered by NVIDIA DRIVE AGX Thor. This system handles the real-time AI processing required for autonomous driving.

A robotaxi ride that explains itself

One standout feature is transparency. Riders can see how the robotaxi perceives the road and plans its next move. The display shows lane changes, yielding behavior, slowing at traffic lights and the planned drop-off point. This helps riders understand what the vehicle is doing instead of guessing. Inside the cabin, passengers can adjust heated seats, climate controls and music. They can also contact support or request the vehicle to pull over if needed.

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The all-electric Uber robotaxi, built with partners Lucid and Nuro, is now navigating real traffic without a human driver. (INA FASSBENDER / AFP via Getty Images)

Uber plans to scale robotaxis across the U.S. and global markets

Uber plans to deploy 20,000 or more robotaxis over the next six years. These vehicles will operate in dozens of U.S. and international markets. Lucid will integrate all required hardware directly on the production line at its Casa Grande, Arizona factory. Uber will own and operate the vehicles along with third-party fleet partners. Every robotaxi ride will be booked through the Uber app, just like a standard Uber trip.

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How Uber is handling robotaxi safety and regulation

Safety sits at the center of this rollout. Nuro’s validation process combines simulation, closed-course testing and supervised on-road driving. The system relies on an end-to-end AI foundation model paired with clear safety logic. The goal is predictable, comfortable driving across a wide range of conditions. Uber and its partners are also working with regulators, policymakers and local governments to ensure the service aligns with public safety standards and city planning goals.

When Uber’s driverless rides are expected to launch

Uber says the first autonomous rides will launch in a major U.S. city later in 2026. The service will be available exclusively through the Uber app. Production of the robotaxi is expected to begin later this year, pending final validation.

What this means to you

If you use Uber, driverless rides may soon appear as an option. These vehicles could offer quieter trips, more consistent driving and improved availability during peak times. For cities, a shared electric robotaxi fleet could help reduce emissions and congestion. For riders, seeing how the vehicle thinks and reacts may make autonomous travel feel less intimidating.

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Uber confirms autonomous testing is underway after unveiling its robotaxi at CES 2026, marking a major step toward a public launch. (INA FASSBENDER / AFP via Getty Images)

Kurt’s key takeaways

Uber’s robotaxi effort feels more grounded than many past autonomous promises. It combines a known ride-hailing platform a purpose-built electric vehicle and a self-driving system already operating on public roads. If testing continues to progress, driverless Uber rides could move from something new to something normal sooner than many expect.

Would you get into an Uber if there was no driver sitting in the front seat? Let us know by writing to us at Cyberguy.com.

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Grubhub confirms data breach amid extortion claims

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Grubhub confirms data breach amid extortion claims

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Food delivery platform Grubhub has confirmed a recent data breach after unauthorized actors accessed parts of its internal systems. 

The disclosure comes as sources tell BleepingComputer the company is now facing extortion demands linked to stolen data.

In a statement to BleepingComputer, Grubhub said it detected and stopped the activity quickly.

“We’re aware of unauthorized individuals who recently downloaded data from certain Grubhub systems,” the company said. “We quickly investigated, stopped the activity, and are taking steps to further increase our security posture.”

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Grubhub added that sensitive information, such as financial details or order history, was not affected. However, the company declined to answer follow-up questions about when the breach occurred, whether customer data was involved or if it is actively being extorted.

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Grubhub confirmed a data breach after unauthorized actors accessed parts of its internal systems, prompting an investigation and heightened security measures. (Michael Nagle/Bloomberg via Getty Images)

What Grubhub has confirmed so far

While details remain limited, Grubhub confirmed several key points. It has brought in a third-party cybersecurity firm and notified law enforcement. Beyond that, the company has stayed largely silent. That lack of detail has raised concern, especially given Grubhub’s recent security history. Just last month, the company was linked to scam emails sent from its own b.grubhub.com subdomain. Those messages promoted a cryptocurrency scam promising large returns on Bitcoin payments. Grubhub said it contained the incident and blocked further unauthorized emails. It did not clarify whether the two events are related.

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Sources link the breach to ShinyHunters extortion

According to multiple sources cited by BleepingComputer, the ShinyHunters hacking group is behind the extortion attempt. The group has not publicly commented on the claims and declined to respond when contacted. Sources say the attackers are demanding a Bitcoin payment to prevent the release of stolen data. That data reportedly includes older Salesforce records from a February 2025 breach and newer Zendesk data taken during the most recent intrusion. Grubhub uses Zendesk to run its online customer support system. That platform handles order issues, account access and billing questions, making it a valuable target for attackers.

How stolen credentials may have enabled the attack

Investigators believe the breach may be tied to credentials stolen during earlier Salesloft Drift attacks. In August 2025, threat actors used stolen OAuth tokens from Salesloft’s Salesforce integration to access sensitive systems over a 10-day period. According to a report from Google Threat Intelligence Group, also known as Mandiant, attackers used that stolen data to launch follow-up attacks across multiple platforms. “GTIG observed UNC6395 targeting sensitive credentials such as AWS access keys, passwords and Snowflake-related access tokens,” Google reported. ShinyHunters previously claimed responsibility for that campaign, stating it stole roughly 1.5 billion records from Salesforce environments tied to hundreds of companies.

Why this breach still matters

Even if payment data and order history were not affected, support systems often contain personal details. Names, email addresses and account notes can be enough to fuel phishing attacks or identity scams. More importantly, this incident highlights how older breaches can continue to cause damage long after the initial attack. Stolen credentials that are never rotated remain a powerful entry point for threat actors.

Ways to stay safe after the Grubhub data breach

If you use Grubhub or any online delivery service, a few smart steps can reduce your risk after a breach.

1) Update your password and stop re-use

Start by changing your Grubhub password right away. Make sure you do not reuse that password anywhere else. Reused passwords give attackers an easy path into other accounts. A password manager can help here. It creates strong, unique logins and stores them securely so you do not have to remember them all.

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Next, see if your email has been exposed in past breaches. Our No. 1 password manager pick includes a built-in breach scanner that checks whether your email address or passwords have appeared in known leaks. If you discover a match, immediately change any reused passwords and secure those accounts with new, unique credentials.

Check out the best expert-reviewed password managers of 2026 at Cyberguy.com.

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The food delivery platform says it quickly stopped the intrusion but has not disclosed when the breach occurred or whether customers were targeted. (Leonardo Munoz/VIEWpress)

2) Turn on two-factor authentication

If two-factor authentication (2FA) is available, enable it. This adds a second step when you sign in, such as a code sent to your phone or app. Even if a hacker steals your password, two-factor authentication can stop them from getting in.

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3) Watch closely for phishing attempts and use strong antivirus software

Be alert for emails or texts that mention orders, refunds or support issues. Attackers often use stolen support data to make messages feel urgent and real. Do not click links or open attachments unless you are certain they are legitimate. Strong antivirus software can also help block malicious links and downloads before they cause harm.

The best way to safeguard yourself from malicious links that install malware, potentially accessing your private information, is to have strong antivirus software installed on all your devices. This protection can also alert you to phishing emails and ransomware scams, keeping your personal information and digital assets safe.

Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android and iOS devices at Cyberguy.com.

4) Remove your data from people-search sites

Consider using a data removal service to reduce your online footprint. These services help remove your personal details from data broker sites that attackers often use to build profiles. Less exposed data means fewer tools for scammers to exploit.

While no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap, and neither is your privacy. These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet. By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them to target you.

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Check out my top picks for data removal services and get a free scan to find out if your personal information is already out on the web by visiting Cyberguy.com.

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5) Ignore crypto messages using trusted brands

Be skeptical of any cryptocurrency offers tied to familiar companies. Grubhub was previously linked to scam emails promoting crypto schemes, which shows how often attackers abuse trusted names. Legitimate companies do not promise fast returns or pressure you to act immediately.

6) Monitor your Grubhub account and email activity

Check your Grubhub account for anything that looks unfamiliar. Watch for unexpected password reset emails, order confirmations or support messages you did not request. Attackers often test stolen data quietly before making bigger moves.

7) Secure the email linked to your Grubhub account

Your email account is the key to password resets. Change that password and enable two-factor authentication if it is not already on. If attackers control your email, they can regain access even after you change other passwords.

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8) Stay alert for delayed scams tied to the breach

Breach data is often reused weeks or months later. Phishing attempts may appear long after headlines fade. Treat any future messages claiming to reference Grubhub support, refunds or account issues with extra caution.

These steps will not undo a breach, but they can limit how attackers exploit stolen information and reduce your risk going forward.

FIBER BROADBAND GIANT INVESTIGATES BREACH AFFECTING 1M USERS

Sources tell BleepingComputer the Grubhub breach is tied to extortion demands involving allegedly stolen customer support data. (Gabby Jones/Bloomberg via Getty Images)

Kurt’s key takeaways

Grubhub’s confirmation puts an official stamp on what sources have warned about for weeks. While the company says sensitive data was not affected, unanswered questions remain. As extortion-driven breaches rise, transparency and rapid credential rotation matter more than ever. What stands out most is how past compromises continue to create new risks. When access tokens live too long, attackers do not need to break in again. They simply walk back through an open door.

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If companies stay quiet after breaches, how can customers know when it is time to protect themselves? Let us know by writing to us at Cyberguy.com.

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