Technology
Toyota’s CUE7 robot shoots hoops using AI
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Most people think of Toyota and picture a Camry, a Tacoma, maybe a Prius. A 7-foot-2 robot shooting free throws at halftime of a professional basketball game? That’s a harder image to conjure. But recently, that’s exactly what happened at Toyota Arena Tokyo, and around 8,400 fans watched it go down live.
The robot is called the CUE7. It smoothly stood up from a seated position, dribbled a basketball and sank a free throw without any human input. The crowd applauded. The engineers probably exhaled. Toyota had officially debuted its most advanced AI-powered humanoid robot, and it chose basketball as the venue.
So why is a car company building basketball robots? And what does any of this have to do with you? More than you might think.
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AI-POWERED ROBOT SINKS SEEMINGLY IMPOSSIBLE BASKETBALL HOOPS
Toyota’s CUE7 robot handles the ball with precision, showing how AI can learn complex physical movement. (Toyota Motor Corporation)
The CUE7 started from scratch, on purpose
Here’s the thing that makes the CUE7 genuinely different from its predecessors: Toyota’s team discarded everything they had built and started over.
“We made full use of AI, and we discarded everything we had built up and started again from scratch,” said Tomohiro Nomi, research leader for humanoid robots at Toyota’s Frontier Research Center.
That’s not a small statement. The CUE series goes back to 2017, when a group of Toyota employees launched it as a voluntary side project on their own time. It eventually became an official research program, and over nearly a decade, the team stacked up some genuinely impressive hardware. The CUE3 earned a Guinness World Record in 2019 for most consecutive basketball free throws by a humanoid robot (assisted), sinking 2,020 in a row. Then the CUE6 earned the record for the farthest basketball shot by a robot, connecting from about 80 feet 6 inches) away.
So the legacy was already there. What changed with CUE7 was the philosophy behind how it learns.
From human programming to AI that figures it out alone
Earlier versions of the CUE relied on something called model predictive control. Basically, human engineers programmed exactly how the robot should move, step by step. It worked well enough to break world records. But it also had a ceiling. Every new motion required new programming by a human being.
The CUE7 instead uses reinforcement learning powered by artificial intelligence. It learns to shoot the ball based on its own experience and trial and error rather than pre-programmed instructions. The AI acts as an autonomous agent: it tries something, observes the result, adjusts and tries again. Over enough repetitions, it gets good. Really good.
The hybrid control system merges reinforcement learning with model predictive control, creating a robot that adapts to unexpected situations rather than just following a fixed script. Think of it as the difference between a player who memorized every play in the book and one who reads the game in real time. CUE7 is learning to read the game.
What’s actually inside the CUE7 robot
The CUE7 stands about 7 feet 2 inches tall and weighs roughly 163 pounds, making it about 40% lighter than the previous version, which came in around 265 pounds. Toyota pulled that off by simplifying the structure and reducing the number of axles.
It also switched from four wheels to two, which makes its movement faster and more fluid. One moment that really stood out was how smoothly it can rise from a seated position. That kind of motion, especially at this size, takes serious engineering and drew a reaction from a crowd of more than 8,000 people.
For sensing and aiming, the robot uses lidar sensors in its torso to detect its surroundings, along with a stereo camera in its head to calculate distance and angle. It is powered by high-performance batteries adapted from Toyota’s racing tech.
Here’s where it gets interesting. The robot measures the distance to the hoop, calculates the angle, determines the right trajectory and then releases the shot with controlled force. If it misses, it learns from that attempt and adjusts on the next one.
ROBOT PLAYS TENNIS WITH HUMANS IN REAL TIME
During a live game demo, the robot lines up a shot, highlighting how machines can adapt in real-world environments. (Toyota Motor Corporation)
The AI that actually makes this work
Toyota trained the system using human motion data, which is what gives CUE7 its surprisingly natural movement. Rather than looking mechanical, its actions mirror how a person actually moves, and that’s by design.
That same combination of real-time calculation and learned experience is what lets it handle something like dribbling (fluid, continuous) alongside shooting (precise, calculated) without the two working against each other.
Toyota says testing that kind of learning in a live environment is a key part of the project.
“We believe it is an exceptionally valuable opportunity to validate a reinforcement-learning-based robot in the inherently uncertain environment of a basketball arena,” Tomohiro Nomi, Head of Humanoid Robotics Research Unit, Frontier Research Center, Toyota Motor Corporation, told CyberGuy. “Moving forward, we will continue developing robots that inspire and bring joy to people.”
What this means to you
You’re probably not buying a robot basketball player anytime soon. But here’s the part worth paying attention to: the same AI that helps CUE7 sink free throws is the technology Toyota is actively developing for manufacturing, automotive systems and real-world robotics.
Basketball demands everything that manufacturing robots struggle with: target identification, distance gauging, trajectory computation, coordinated movement and precise force control, all in sequence and under pressure. Toyota chose basketball specifically because it tests all those capabilities at once, in an environment where success and failure are completely obvious.
The reinforcement learning powering CUE7 could eventually show up in factory robots that adapt mid-shift when production requirements change, in vehicles that handle unexpected road conditions more fluidly, or in home and care robots that need to navigate unpredictable environments. Toyota treats CUE7 as a testbed for vision systems, motion control and coordinated movement, with capabilities that reach well beyond halftime demonstrations into broader real-world applications.
When Toyota teaches a robot to play basketball, it’s really teaching machines how to learn. And that skill transfers. In other words, this is less about basketball and more about teaching machines how to learn physical skills in unpredictable environments. That is where the real impact starts to show up.
THE NEW ROBOT THAT COULD MAKE CHORES A THING OF THE PAST
CUE7 sinks a free throw, a simple moment that reflects a bigger shift toward AI that learns through experience. (Toyota Motor Corporation)
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Kurt’s key takeaways
The CUE7 is a fascinating piece of technology, but the real story isn’t about basketball. It’s about a fundamental shift in how robots are trained, moving away from rigid human programming toward AI systems that learn through experience and adapt on the fly. What started as a voluntary employee side project in 2017 has grown into a genuine proving ground for Toyota’s embodied AI research. Nearly a decade in, the results are landing in front of thousands of live spectators and stacking up Guinness World Records along the way. The CUE7 made a free throw at halftime in front of a packed arena. More importantly, it demonstrated that AI-powered machines can now acquire complex physical skills through trial and error, the same basic way humans do. That’s a shift with implications that reach far beyond the basketball court.
If a robot can teach itself to make free throws better than most humans ever will, purely through AI-driven trial and error, what physical skill do you still believe machines will never be able to learn on their own? Let us know by writing to us at Cyberguy.com.
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Technology
Android fake call detection warns you about scams
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You know that little moment when your phone rings and the name on the screen makes you drop everything?
Maybe it says your spouse, your daughter, your boss or your best friend. You answer because you trust the name. Then the voice sounds familiar too.
That is exactly what makes the latest phone scams so dangerous.
Android’s fake call detection can warn you when a caller may be pretending to be someone saved in your contacts. (Silas Stein/Picture Alliance)
Scammers no longer have to call from a strange number. They can spoof a trusted contact’s phone number. Then they can use AI voice tools to sound like someone you know. Android is now rolling out a new feature called fake call detection to help warn you when that familiar call may be a fake.
FAKE AGENT PHONE SCAMS ARE SPREADING FAST ACROSS THE US
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What is Android fake call detection?
Android fake call detection is a new protection built into Phone by Google. It is designed to spot suspected spoofed calls when both people on the call use Phone by Google.
Think of it as your phone quietly asking, “Is this call really coming from that person’s device?” If the answer looks suspicious, your phone can show a warning and advise you to hang up. That small alert could stop a scam before fear, panic or confusion takes over.
ANDROID SECURITY UPGRADES OUTSMART SCAMS AND PROTECT YOUR PRIVACY
How Android fake call detection works
The feature works automatically in the background. You do not need to answer a quiz, scan a code or press a button during the call. When a trusted contact calls you, their phone sends a silent confirmation signal to your phone. That signal helps prove the call really came from their device.
If a scammer spoofs your contact’s number, that confirmation signal may be missing. Your phone then checks with your contact’s actual device. If the real device says it is not placing a call, your screen can warn you that the call may be fake.
The system uses end-to-end encrypted RCS technology, so the check happens privately. You can also turn the feature off in Phone by Google settings.
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Why fake calls are getting harder to spot
For years, caller ID gave people a sense of control. If the name looked familiar, most of us felt safer picking up. That old habit now works in the scammer’s favor.
Scammers can use internet-based calling tools to spoof numbers. That means your phone may display the name of someone you trust, even though the call comes from somewhere else.
Then comes the AI voice trick. With today’s audio tools, scammers can make a fake voice sound shockingly real. They may pretend to be a family member in trouble, a bank employee warning about fraud or a manager asking for urgent help.
SCAMMERS EXPLOITED MOM’S FEARS TO STEAL HER ENTIRE LIFE’S SAVINGS
That combination makes the call feel personal and immediate. It also makes you more likely to act before you think.
Why Android is adding this protection now
Impersonation scams have become a major global problem. INTERPOL’s March 2026 Global Financial Fraud Threat Assessment cited impersonation fraud as one of the leading contributors to more than $400 billion in global losses.
In the U.S., impersonation scams remain one of the top fraud categories reported to the FTC. Losses reached $2.95 billion in 2024.
GLOBAL SCAM CRACKDOWN LEADS TO 276 ARRESTS
Those numbers tell you why this feature deserves attention. Scammers go where the money is. Right now, they know trusted voices and trusted names can open the door.
Which Android phones get fake call detection?
Google says fake call detection is rolling out globally in Phone by Google this month, starting with Pixel devices.
The feature is available on Android 12 and newer devices with Phone by Google, Contacts and Google Messages installed. It also requires RCS capability in Google Messages.
SAMSUNG MESSAGES ENDING? WHAT ANDROID OWNERS MUST KNOW
There is one key limitation. Both you and the person calling you must use Phone by Google for fake call detection to work.
Phone by Google already comes as the default phone app on many Android devices. If your phone uses a different calling app, you can install Phone by Google from the Play Store and set it as your default phone app.
How Android fake call detection protects you
This feature gives you an extra warning at the exact moment you need it most. That timing is important. Scam calls often rely on emotion. The caller may say someone got arrested, a loved one had an accident or a bank account faces an urgent threat.
SSA IMPERSONATION SCAMS ARE GETTING MORE PERSONAL
When the voice sounds familiar, your guard drops. A warning on your screen can interrupt that emotional rush. It gives you a reason to stop, hang up and verify the story another way.
What Android fake call detection cannot do
This new tool helps, but it cannot protect you from every scam. It may not work if the other person does not use Phone by Google. It also may not cover calls from businesses, unknown numbers or contacts using unsupported devices. So you still need basic scam rules.
If someone asks for money, gift cards, crypto, account codes or remote access to your device, hang up. Then call the person or company back using a number you already trust.
Also, never stay on the line just because the caller tells you to. That is one of the oldest pressure tactics in the scammer playbook.
A spoofed call can look familiar on your screen, even when it is really coming from a scammer. (Kurt CyberGuy Knutsson)
How to protect yourself from AI voice scams
AI voice scams work because they sound personal, urgent and believable, so your best defense is to slow the conversation down before you act.
1) Create a family safe word
Pick a simple word or phrase that only your close family knows. It should be easy to remember but hard for a scammer to guess. Then, if someone calls with an emergency and asks for money, ask for the safe word. If they cannot give it, hang up and verify the story another way.
9 WAYS SCAMMERS CAN USE YOUR PHONE NUMBER TO TRY TO TRICK YOU
2) Pause when the call feels urgent
Scammers want you scared because fear makes people act fast. That is why fake emergency calls often sound intense, emotional and rushed. Take a breath before you do anything. A real loved one, bank or employer will let you verify what is happening.
3) Call back using a trusted number
If a call feels suspicious, hang up. Then call the person back using a number saved in your contacts or one you know is real. Do not use a number, link or instruction the caller gives you. That could send you right back to the scammer.
4) Never send money or codes during the call
Do not send gift cards, crypto, wire transfers or payment app transfers because a caller sounds convincing. Also, never share a one-time passcode, PIN or account login code over the phone. Once scammers get that information, they can move fast.
5) Turn on scam protections on your phone
Use the built-in protections already available on your device. Pixel and Samsung users can enable Scam Detection in the Phone by Google app to help flag suspicious calls. Also, consider using strong antivirus software that includes AI-powered scam protection to help detect scams in texts, online content and deepfake videos. Keep an eye on call warnings too. If your phone tells you something looks risky, treat that alert seriously. Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android & iOS devices at Cyberguy.com
6) Keep your phone apps updated
Update Phone by Google, Google Contacts and Google Messages when updates are available. These tools work best when your apps and phone software stay current. Updates often include security improvements, bug fixes and new scam protections.
Here’s how to check for updates on Android:
- Open the Google Play Store app.
- Tap your profile icon in the top right corner.
- Tap Manage apps & device.
- Under Updates available, tap See details.
- Look for Phone by Google, Google Contacts and Google Messages.
- Tap Update next to each app, or tap Update all.
You can also turn on automatic app updates by opening the Google Play Store app, tapping your profile icon, then going to Settings > Network preferences > Auto-update apps. From there, choose whether to update apps over Wi-Fi, over Wi-Fi or mobile data, with limited mobile data or not at all.
Kurt’s key takeaways
If a call feels urgent or suspicious, pause before you respond and verify it another way. (Tristan Spinski/The Washington Post via Getty Images)
Android’s fake call detection is a smart step in the fight against AI-powered phone scams. It recognizes something many people already know: the name on your caller ID no longer proves the person calling you is real. This feature gives Android users another layer of protection when scammers try to hijack trust. Still, the safest move remains simple. Slow down, verify the call and never let panic make the decision for you.
Should the government do more to stop scammers from using AI voices to impersonate the people you trust? Let us know by writing to us at CyberGuy.com
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Technology
Congress just gave DHS another $70 billion
Congress narrowly voted to fund President Donald Trump’s mass deportation agenda, giving the Department of Homeland Security $70 billion over the next three years.
The house voted 214 to 212 in favor of the reconciliation bill Tuesday, following the Senate’s 52-47 vote last Friday morning. The vote fell largely along party lines. Sen. Lisa Murkowski (R-AK) was the only Senate Republican to vote against it. Rep. Tim Walberg (R-MI), initially voted against the bill — meaning it would have failed — but changed his vote after huddling with House Majority Leader Steve Scalise (R-LA) and Appropriations Chair Tom Cole (R-OK), according to The Hill. No Democrats voted in favor of the funding bill, which was done through a budget reconciliation process to avoid a Democratic filibuster.
In a speech on the House floor ahead of the Tuesday vote, Rep. Mary Gay Scanlon (D-PA) criticized Republicans for using the budget reconciliation process to avoid negotiating with Democrats, and emphasized ICE’s lack of popularity with the American people.
“At its core, this Republican reconciliation budget bill is a statement about priorities, and the priorities represented in this budget bill could not be more out of step with the needs and values of the American people,” Scanlon said.
Scanlon noted that DHS has yet to spend $100 billion of the nearly $200 billion it received under Trump’s One Big Beautiful Bill Act. She added that Trump has not only expanded ICE’s reach by increasingly going after legal immigrants but also weaponized DHS against its critics. The bill, she said, will “supercharge” Trump’s abuses.
After the House markup last Friday, Rep. Rosa DeLauro (D-CT), ranking member of the House Appropriations Committee, noted that the bill not only lacks sufficient reforms but also cuts funding for cybersecurity and TSA, whose workers went weeks without pay during the DHS shutdown.
The funding bill comes at a time of deep unpopularity for ICE. One recent poll found that just 33 percent of voters approve of how the agency is doing its job.
And it comes amid yet another threat from border czar Tom Homan to flood New York City with ICE agents. In an interview with Fox News on Monday, Homan said he would send “more ICE agents than you’ve ever seen” to New York City if the state government passed a bill limiting cooperation with DHS.
“Providing a quarter trillion dollars to an administration promising that the public ‘ain’t seen shit yet’ when it comes to mass deportation is a historic mistake,” Todd Schulte, president of the immigration reform group FWD.us, said in a statement. “Supercharging the funding for these already out of control systems will come with terrible human consequences and continue to be met with increasing opposition from voters.”
Correction, June 9th: A previous version of this story said Rep. Tim Walberg voted against the funding bill. He initially voted against it but then changed his vote to support it.
Update, June 9th: This story has been updated to include comment from FWD.us president Todd Schulte.
Technology
8 apps that can help you cut your food bill
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Food prices have a way of sneaking up on you. One week, your usual grocery run feels normal. The next week, a few basics suddenly cost a lot more than you expected.
That is why money-saving food apps are worth a closer look. All of these apps are free to download or sign up for, but you still pay for any food, groceries or purchases you make through them.
Some help you find discounted groceries before stores toss them. Others connect you with surprise meals, receipt rewards, free local listings or recipes based on what you already have at home.
The trick is knowing which app fits the way you actually shop. Here are eight apps that can help you stretch your food budget, reduce waste and maybe make your next receipt feel a little less painful.
10 THINGS TO STOP PAYING FOR TO SAVE MONEY NOW
Food savings apps can help shoppers find discounted groceries, restaurant meals, receipt rewards and free local food listings. (iStock)
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1) Flashfood
Flashfood helps you find discounted groceries from participating stores near you. The app focuses on food that is still good but getting close to its best-by date. You browse local deals in the app, pay through the app and pick up your order in the store. Flashfood says shoppers can find grocery deals for up to 50% off. That can include produce, meat, dairy, pantry items and other staples, depending on what stores near you have available.
- Best for: Discounted grocery pickup.
- How you save: Buy marked-down groceries from participating stores before they go to waste.
- Good to know: Availability depends on participating stores near you.
2) Misfits Market
Misfits Market delivers groceries to your door. The company says it offers high-quality rescued foods and lets you choose what goes in your order. After signing up, you receive a weekly shopping window. You can review your cart, remove items, add groceries and skip orders when needed. This can work well if you want grocery delivery and like the idea of reducing food waste at the same time. Misfits Market says there are no subscription fees or order obligations. You can skip, pause or cancel.
- Best for: Grocery delivery with rescued food.
- How you save: Order discounted groceries, including rescued or excess food, delivered to your door.
- Good to know: Delivery depends on your ZIP code. Misfits Market says it serves nearly every ZIP code in the contiguous U.S., with limited service in select areas.
Misfits Market lets you customize grocery deliveries with rescued or excess food that may cost less than traditional shopping.
3) Too Good To Go
Too Good To Go helps you buy surplus food from nearby restaurants, bakeries, cafés and stores. The app uses “Surprise Bags,” which means you usually know the type of food and pickup window, but not every exact item inside. That surprise part can be fun, especially if you like trying local spots. It can also be less ideal if you need a very specific dinner plan. Too Good To Go says users can save and enjoy food at half price or less.
- Best for: Discounted restaurant and bakery food.
- How you save: Buy discounted Surprise Bags from local restaurants, bakeries, cafés and stores.
HEALTH-CONSCIOUS AMERICANS EMBRACE YUKA APP TO GUIDE GROCERY SHOPPING CHOICES
Food savings apps work best when they match how you already shop, pick up food, save receipts or plan meals. (David Paul Morris/Bloomberg via Getty Images)
4) Olio
Olio connects people locally so they can give away food and other useful items. The app says you can browse free food from local shops and neighbors. You may also find books, toys, toiletries and household items. This one feels more community-based than a regular coupon app. It can be especially helpful if you live in an active area where neighbors and local shops often post.
- Best for: Free local food and household items.
- How you save: Find free food and household items shared by neighbors or local businesses.
- Good to know: Results depend heavily on your local community.
5) SuperCook
SuperCook helps you turn the food already in your kitchen into meals. You enter the ingredients you have at home, and the app suggests recipes you can make. That can save money in a different way. Instead of buying more groceries, you may find a way to use the half bag of rice, frozen vegetables or canned beans you already paid for.
- Best for: Using up food you already have.
- How you save: Turn ingredients you already have into meals, so you can avoid another grocery run.
- Good to know: This one does not give cash back. It helps you avoid extra spending and food waste.
6) Ibotta
Ibotta gives you cash back on eligible purchases. Before you shop, you add cash-back offers in the app. After shopping in-store, you submit your receipt. Ibotta says you can withdraw earnings once you reach $20. It’s great because it can work with groceries and other everyday purchases. The key is remembering to add offers before you shop and submit your receipt after.
- Best for: Grocery cash back.
- How you save: Earn cash back on eligible grocery and everyday purchases after you submit receipts.
- Good to know: You need to match the right offers and follow the redemption steps.
7) Fetch
Fetch turns receipts into points. You shop, snap receipts and earn points that can be redeemed for gift cards. Fetch says you can earn points from in-store or online shopping, plus offers from participating brands. This app can be simple because you do not always need to pick offers before you shop. Still, special offers can help you earn more points.
- Best for: Turning receipts into gift cards.
- How you save: Snap receipts to earn points you can redeem for gift cards.
- Good to know: Points vary by receipt, brands and offers.
Fetch turns receipts into points you can redeem for gift cards from popular retailers.
10 TECH UPGRADES TO SAVE YOUR TIME, PRIVACY AND MONEY
Receipt rewards apps such as Ibotta, Fetch and Upside can help shoppers earn cash back or gift cards on eligible purchases. (SDI Productions/Getty Images)
8) Upside
Upside is best known for gas savings, but it can also work for groceries and restaurants where offers are available. You open the app, claim a cash-back offer near you, shop as usual and pay with a credit or debit card.
- Best for: Cash back on groceries, gas and dining.
- How you save: Claim cash-back offers on gas, groceries and restaurants at participating locations.
- Good to know: Grocery and restaurant offers depend on participating locations near you.
For direct links to each app and any available CyberGuy savings codes, visit CyberGuy.com and search for “8 apps that can help you cut your food bill.”
Which app should you try first?
Start with the app that fits your normal routine. If you already shop at grocery stores in person, try Flashfood or Ibotta. If you save receipts anyway, Fetch is an easy add-on. If you order groceries online, Misfits Market may be worth checking. If you like trying local food, Too Good To Go can be a fun way to save. If your fridge is full, but dinner still feels impossible, SuperCook may help you avoid another grocery run. For gas and food cash back in one place, Upside deserves a look. For free local food and community sharing, Olio may surprise you, depending on where you live.
A few smart tips before using food savings apps
Before you download every app on this list, take a moment to think about your habits. First, check whether the app works in your area. Some apps depend on local stores, restaurants or community activity. If there are no nearby offers, the app may not help much yet.
Next, watch pickup windows. Apps like Flashfood and Too Good To Go can save you money, but they also require timing. If you miss the pickup, you may lose the deal. Also, avoid buying food only because it looks cheap. A discounted item saves money only if you actually use it. Finally, read the app’s privacy settings. These apps often work through location, receipts, purchases and rewards accounts. Use only the permissions you feel comfortable sharing.
Kurt’s key takeaways
Food savings apps can help, but they work best when they match your real life. Flashfood and Too Good To Go are great for deal hunters who can pick up food nearby. Misfits Market works better for people who want groceries delivered. Ibotta, Fetch and Upside can help you earn something back from purchases you already make. SuperCook and Olio come at savings from a different angle. One helps you use what you already bought. The other connects you with local people and shops that share food and useful items. The biggest takeaway? Do not let the app make you spend more. Use it as a tool, not a temptation.
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Would you try an app that sells surprise food bags, or do you want to know exactly what you are getting before you pay? Let us know by writing to us at Cyberguy.com.
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