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How an AI robot smashed human world record in Labyrinth, a classic marble maze game

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How an AI robot smashed human world record in Labyrinth, a classic marble maze game

You’ve probably heard of AI winning against humans in games like chess and GO that require intellect. That’s impressive but not shocking.

AI is good at crunching numbers and finding patterns.

But what about physical skills? That’s something humans are supposed to be better at, right? Well, not anymore.

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CyberRunner AI robot (ETH Zurich)

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An AI labyrinth maze champion emerges

Researchers at ETH Zurich have created an AI robot with the task of learning how to play the popular wooden labyrinth maze game. The goal of the game is simple, using two knobs, you have to steer a marble ball from a start to an endpoint without it falling into the holes across the board. But if you’ve ever played it, you know it’s actually easier said than done. The scientific explanation behind its difficulty is that it requires acute motor skills, spatial reasoning abilities — and a lot of practice.

WHAT IS ARTIFICIAL INTELLIGENCE (AI)?

CyberRunner AI robot (ETH Zurich)

MORE: HOW THIS ROBOT HELPS YOU PROTECT AND CONNECT YOUR HOME

Meet the new robot champion

The robot, named CyberRunner, is equipped with two motors (its hands), a camera (its eyes), and a computer (its brain), allowing it to play the game just like a person would. Much like a human, CyberRunner learns through experience by leveraging recent advances in model-based reinforcement learning, which enables the AI to make decisions and choose potential successful behaviors by predicting the outcomes of different courses of action.

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CyberRunner AI robot (ETH Zurich)

While playing the game, CyberRunner makes observations of the labyrinth and receives rewards based on its performance. It keeps a memory of the collected experience, or as we humans call it, “practice,” which the algorithm uses to learn how the system behaves.

Based on this knowledge, it’s able to recognize the most promising behaviors. As a result, the robot’s use of the two motors continuously improves, and CyberRunner keeps getting better while the algorithm runs every time it plays.

Diagram of CyberRunner AI robot learning and acting (ETH Zurich)

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MORE: HUMANOID ROBOTS ARE NOW DOING THE WORK OF HUMANS IN A SPANX WAREHOUSE

The triumph of the robot in breaking the human record

The robot received 6.06 hours of practice. Impressively, it beat the previous world record set by Lars Göran Danielsson, who set a time of 15.41 seconds in 2022. CyberRunner completed the game in 14.48 seconds — faster by over 6% compared to the human record holder.

CyberRunner AI robot’s winning time (ETH Zurich)

During the learning process, the researchers say the robot discovered shortcuts and found ways to cheat — a behavior that they are studying as an innate human trait. Therefore, the researchers had to step in and instruct CyberRunner not to skip parts of the maze.

A view of the ball trajectory through the labyrinth by CyberRunner AI robot (ETH Zurich)

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MORE: THE NEXT GENERATION OF TESLA’S HUMANOID ROBOT MAKES ITS DEBUT

What can be learned from CyberRunner?

Researchers Thomas Bi and Raffaello D’Andrea are making available the robotic system’s hardware and software open-source so that others can benefit and learn from their breakthrough in AI skill acquisition. They want to spur other scientists and engineers to use their experiment as an opportunity to conduct their own research. For those interested, their research paper is available here.

Kurt’s key takeaways

CyberRunner’s victory marks a significant milestone in the field of artificial intelligence, demonstrating that AI can now outperform humans not only in tasks that involve information processing but also in physical skill games. The project’s open-source approach ensures that the benefits of this achievement are accessible to a wider audience, paving the way for further innovations in real-world machine learning and AI. As we witness AI breaking new ground, the line between human and machine capabilities continues to blur.

Does the fact that the line between human and machine capabilities amaze you or scare you? Let us know by writing us at Cyberguy.com/Contact.

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Intel is planning a custom Panther Lake CPU for handheld PCs

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Intel is planning a custom Panther Lake CPU for handheld PCs

Intel announced yesterday that it’s developing an entire “handheld gaming platform” powered by its new Panther Lake chips, and joining an increasingly competitive field. Qualcomm is hinting about potential Windows gaming handhelds showing up at the Game Developers Conference in March, and AMD’s new Strix Halo chips could lead to more powerful handhelds.

According to IGN and TechCrunch, sources say Intel is going to compete by developing a custom Intel Core G3 “variant or variants” just for handhelds that could outperform the Arc B390 GPU on the chips it just announced. IGN reports that by using the new 18A process, Intel can cut different die slices, and “spec the chips to offer better performance on the GPU where you want it.”

As for concrete details about the gaming platform, we’re going to have to wait. According to Intel’s Dan Rogers yesterday, the company will have “more news to share on that from our hardware and software partners later this year.” The Intel-based MSI Claw saw a marked improvement when it jumped to Lunar Lake, and hopefully the new platform keeps up that positive trend.

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Don’t lock your family out: A digital legacy guide

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Don’t lock your family out: A digital legacy guide

NEWYou can now listen to Fox News articles!

This is not a happy topic. But it’s essential advice whether you’re 30 or 90.

If something happened to you tomorrow, could your family get into your digital life? I’m talking about your bank accounts, emails, crypto and a lifetime of memories stored on your phone or computer.

Big Tech and other companies won’t hand over your data or passwords, even to a spouse, without a hassle, if at all.

1. The 10-minute setup

Start with a Legacy Contact. Think of someone you trust who gets access only after you’re gone. Who is that? Good.

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SECRET PHRASES TO GET YOU PAST AI BOT CUSTOMER SERVICE

One day, you won’t be here anymore, but your tech will bel. Here’s how to plan for that. (iStock)

· iPhone: Open Settings > tap [Your Name]. Tap Sign-In & Security > Legacy Contact. Go to Add Legacy Contact and follow the prompts.

· Google: Search for Inactive Account Manager in your Google Account settings. Choose how long Google should wait before acting (e.g., three months). Add up to 10 people to be notified and choose which data (Photos, Drive, Gmail) they can download.

Google has an “Inactive Account Manager” feature. (Chesnot/Getty Images)

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2. The master key problem

Apple and Google don’t help with banking, insurance, investment or other sites or apps. You need a solid password manager like NordPass that offers emergency access features.

1. Open your Password Manager and look for Emergency Access.

2. Add a Digital Heir: Enter the email of a spouse or trusted child.

3. Set the Safety Delay: Choose a wait period. Usually 7 days is the sweet spot.

4. How it works: If your contact ever requests access, the app sends you an alert. If you’re fine, you hit Deny. But if you’re incapacitated and can’t respond within those seven days, the vault automatically unlocks for them.

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Pro tip: Your Emergency Contact only gets viewing privileges. They can’t delete or change anything in your vault.

YOU’LL NEVER TRUST VIDEO AGAIN ONCE YOU SEE WHAT SORA 2 CAN DO

Facebook and Instagram have after-death options for accounts. (Karly Domb Sadof, File/AP )

3. Crypto and social media

· Crypto: Without your seed phrases, that money is gone. Store them physically along with any instructions and receipts of you buying crypto with your estate paperwork. If you use a crypto hardware wallet, keep that in a fireproof safe.

· Social media: On Facebook or Instagram, go to Settings > Memorialization. Choose to either have your account deleted or managed by a contact who can post a final tribute.

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Be sure someone knows the passcode to your phone. That’s important for 2FA codes, among other things.

One more thing. If you found this guide helpful, be sure to get my free newsletter at GetKim.com to stay tech-savvy and secure every day!

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· National radio: Airing on 500-plus stations across the US, find yours at komando.com or get the free podcast

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· Watch: Kim’s YouTube channel at youtube.com/@kimkomando

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Power bank feature creep is out of control 

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Power bank feature creep is out of control 

There was a time not too long ago when buying a power bank was as easy as choosing the cheapest portable battery that could charge your phone and quickly slip into your pocket, purse, or backpack. The hardest part was deciding whether it was time to ditch USB-A ports.

Recently, however, brands have been slathering on features, many of which are superfluous, in an attempt to both stand out from the commodified pack and justify higher price points. It’s especially prevalent amongst the bigger power banks that can also charge laptops, those that butt right up to the “airline friendly” 99Wh (around 27,650mAh) size limit.

At CES 2026, we’re seeing a trend towards power banks with integrated cables, which is very convenient. But a similar trend to slap large, energy-sapping displays onto these portable batteries is just silly. And that’s just the start of the atrocities witnessed in recent months.

EcoFlow’s modular accessories are easy to lose and that big display sucks power, is difficult to navigate, and requires a screensaver.
Image: EcoFlow

The power bank that pushed things over the edge for me is the $270 EcoFlow Rapid Pro X Power Bank 27k that I received for review. Here’s my review: it’s bad. Do. Not. Buy. As a power bank, it tries too hard to do too much, making it too expensive, too big, too slow, and too heavy.

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The snap-on decorative faceplates are ridiculous and the proprietary magnetic modules for its Apple Watch charger and retractable USB-C cable are too easy to misplace.

The giant display EcoFlow uses scratches easily and is too dim to easily read outdoors. The confusing UX on the Rapid Pro X model is especially offensive in its touch-sensitive clumsiness. Nobody needs a display that takes 30 seconds to wake up from sleep and plays swirly graphics and blinking eyeballs when awake, slowly sapping the power bank’s energy reserves. The fact that it has a screensaver tells me that the product team completely lost the plot.

Anker’s also guilty of putting large displays onto its power banks. Most people don’t need anything more than four dots to show the remaining capacity, but it’s becoming increasingly difficult to buy a power bank without a colorful LCD display. In the 20,000mAh range, Anker doesn’t even list a display-less model anymore. I, like many Verge readers, love to see the actually wattage pumping in and out of those ports — but the vast majority of people have no need for that.

Anker’s fast-charging, proprietary dock upsell.

Anker’s fast-charging, proprietary dock upsell.
Image: Anker

Anker, like EcoFlow, also offers power banks with proprietary pogo-pin connectors, Both companies use those connectors to lure owners into buying expensive desk chargers that don’t work with anything else. Those extra-fast charging speeds are unlikely to justify the premium expense for most people.

Most people, even tech savvy Verge readers, don’t even need a power bank that can output 140W of power delivery over USB-C. The majority of non-gaming laptops require 65W or less. And the primary computing device for most people — the phone — only requires about 20W.

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We certainly don’t need power banks with built-in hotspots when that’s already built into our Android and iOS phones. Baseus made one anyway.

Bluetooth and Wi-Fi connectivity are becoming a common feature in some flagship power banks. I’m all for remotely monitoring massive power stations used to power off-grid homes and campers, but not a portable power bank that’s charging the phone in your hand or is plugged into a nearby wall jack.

The phone you’re charging also has a flashlight.

The phone you’re charging also has a flashlight.
Image: Pangootek

We also don’t need integrated flashlights. Why random Amazon brand, why?

All these extra “features” just add weight, size, and cost to power banks. They also increase the risk that something will go wrong on a device that’s meant to always be with you and just work when you need it. And power banks don’t need any extra help justifying a recall.

Kickstands and integrated cables are useful features I’ll pay extra for.

Kickstands and integrated cables are useful features I’ll pay extra for.
Image: Kuxiu

One power bank trend I can get behind is integrated cables like the retractable version found on EcoFlow’s Rapid Pro Power Bank 27k (note the lack of “X” in the name). Always having a properly specced cable that matches the device’s max input and output is super convenient. I like that Kuxiu’s S3 MagSafe power bank, for example, neatly wraps the cable around the chassis to plug into a hidden USB-C jack. That way the cable can be replaced if it frays or breaks.

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I’m also a fan of adding kickstands to MagSafe power banks that prop phones up at your preferred angle for extended viewing or recording. More importantly, a few companies are now adopting semi-solid state chemistry that makes their power banks less susceptible to thermal runaway, which was an industry plague in 2025. They cost more to buy, but they’re cheaper to own over their extended lifetimes.

Sharge’s counter argument to everything I’ve written.

Sharge’s counter argument to everything I’ve written.
Image: Sharge

I can’t help but enjoy the look of Sharge’s Retractable 3-in-1 Power Bank, even though its integrated wall outlet and underwhelming specs for a battery pack of this size and price completely undercuts my entire argument. I’m a sucker for Braun design, forgive me!

Basic power banks like Anker’s PowerCore 10k are a rarity these days.

Basic power banks like Anker’s PowerCore 10k are a rarity these days.
Image: Anker

There are still basic power banks available that charge phones and even laptops without too much feature creep and attempted upsell. If all you want is to charge your phone then there’s Anker’s trusty $26 PowerCore 10k or, if you’re feeling fancy, Nitecore’s $65 NB10000 Gen 3 Ultra-Slim USB-C Power Bank. If you also want to charge laptops then you might consider INIU’s delightfully named Cougar P64-E1 Power Bank Fastest 140W 25000mAh for $90, or even Belkin’s more capable $150 UltraCharge Pro Laptop Power Bank 27K coming in March.

The fastest and most powerful power banks with lots of gee-whiz features will often generate headlines for pushing the envelope of what’s possible. But the “best” power bank might not be best for you, when basic affordability is all you really need.

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