Technology
Researchers create revolutionary AI fabric that predicts road damage before it happens
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Road crews may soon get a major assist from artificial intelligence. Researchers at Germany’s Fraunhofer Institute have developed a fabric embedded with sensors and AI algorithms that can monitor road conditions from beneath the surface. This smart material could make costly, disruptive road repairs far more efficient and sustainable.
Right now, most resurfacing decisions are based on visible damage. But cracks and wear in the layers below the asphalt often go undetected until it’s too late. That’s where Fraunhofer’s innovation comes in.
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How AI road sensors work to prevent costly repairs
The system uses a fabric made from flax fibers interwoven with ultra-thin conductive wires. These wires detect minute changes in the asphalt base layer, signaling potential damage before it reaches the surface.
THE ROAD TO PROSPERITY WILL BE PAVED BY AUTONOMOUS TRUCKING
Fraunhofer researchers test AI sensors that detect road damage beneath the surface. (Fraunhofer Institute)
Once the fabric is laid under the road, it continuously collects data. A connected unit on the roadside stores and transmits this data to an AI system that analyzes it for early warning signs. As vehicles pass over the road, the system measures changes in resistance within the fabric. These changes reveal how the base layer is performing and whether cracks or strain are forming beneath the surface.
Why AI road monitoring matters for future maintenance
Traditional road inspection methods rely on drilling or taking core samples, which are destructive, costly and only provide information for a small section of pavement. This AI-driven system eliminates the need for that kind of invasive testing.
Instead of reacting to surface damage, transportation agencies could predict and prevent deterioration before it becomes expensive to fix. The approach could extend road life, cut down on traffic delays and help governments spend infrastructure funds more efficiently.
ULTRA-THIN SOUND BLOCKER CUTS TRAFFIC NOISE DRAMATICALLY
The smart flax-fiber fabric measures stress changes in asphalt to spot cracks early. (Fraunhofer Institute)
How AI and sensor data predict road damage early
The real power comes from combining AI algorithms with continuous sensor feedback. Fraunhofer’s machine-learning software can forecast how damage will spread, helping engineers prioritize which roads need maintenance first. Data from the sensors is displayed on a web-based dashboard, offering a clear visual of road health for local agencies and planners.
The project, called SenAD2, is currently being tested in an industrial zone in Germany. Early results suggest the system can identify internal damage without disrupting traffic or damaging the road itself.
What this means for you
Smarter road monitoring could lead to fewer potholes, smoother commutes and less taxpayer money wasted on inefficient repairs. If adopted widely, cities could plan maintenance years in advance, avoiding the cycle of patchwork fixes that often make driving a daily headache.
For drivers, it means less time sitting in construction zones. For local governments, it means better roads built on data, not guesswork.
WILL AUTONOMOUS TRUCKS REPLACE DRIVERS BY 2027?
San Francisco Department of Public Works worker Chris Solorzano uses a grading rake to smooth over asphalt as he repairs a pothole on March 24, 2023, in San Francisco. (Justin Sullivan/Getty Images)
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Kurt’s key takeaways
This breakthrough shows how AI and materials science are merging to solve real-world infrastructure challenges. While the system won’t make roads indestructible, it can make maintaining them smarter, safer and more sustainable.
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Technology
Republicans attack ‘woke’ Netflix — and ignore YouTube
When Netflix co-CEO Ted Sarandos entered the Senate office building on Tuesday, he got thrown a curveball. What started as a standard antitrust hearing relating to the Warner Bros. merger quickly devolved into a performative Republican attack about the spread of “woke” ideology on the streaming service. At the same time, arguably a much more influential platform was completely ignored: YouTube.
After grilling Sarandos about residual payments, Sen. Josh Hawley (R-MO) launched into a completely different line of questioning: “Why is it that so much of Netflix content for children promotes a transgender ideology?” Hawley asked, making an unsubstantiated claim that “almost half” of the platform’s children’s content contains so-called “transgender ideology.” The statement harkened to a pressure campaign launched by Elon Musk months ago in which he called on X users to unsubscribe from Netflix for having a “transgender woke agenda,” citing its few shows with trans characters — shows that were canceled years ago.
“Our business intent is to entertain the world,” Sarandos replied. “It is not to have a political agenda.” Still, other Republican lawmakers, including Sens. Ashley Moody (R-FL) and Eric Schmitt (R-MO), piled on, bringing up a post Netflix made following the murder of George Floyd, and the French film Cuties, which sparked a right-wing firestorm years ago. Sen. Ted Cruz (R-TX) even asked Sarandos what he thought about Billie Eilish’s “no one is illegal on stolen land” comment at the Grammys. It seemed like they were grasping at straws to support their narrative that Netflix’s acquisition of Warner Bros. could somehow poison the well of content for viewers.
“My concern is that you don’t share my values or those of many other American parents, and you want the United States government to allow you to become one of the largest — if not the largest — streaming monopolist in the world,” Hawley said. “I think we ought to be concerned about what content you’re promoting.”
While it’s true that Netflix will control a substantial portion of the streaming market when — and or if — it acquires Warner Bros. and its streaming service HBO Max, it’s hard to criticize Netflix without bringing up YouTube.
“YouTube is not just cat videos anymore. YouTube is TV.”
For years now, Netflix has been trying to topple YouTube as the most-watched streaming service. Data from Nielsen says Netflix made up 9 percent of total TV and streaming viewing in the US in December 2025, while Warner Bros. Discovery’s services made up 1.4 percent. Combining the two doesn’t even stack up to YouTube, which held a 12.7 percent share of viewership during that time. “YouTube is not just cat videos anymore,” Sarandos told the subcommittee. “YouTube is TV.”
Unlike Netflix, YouTube is free and has an ever-growing library of user-created content that doesn’t require it to spend billions of dollars in production costs and licensing fees. YouTube doesn’t have to worry about maintaining subscribers, as anyone with access to a web browser or phone can open up and watch YouTube. The setup brings YouTube a constant stream of viewers that it can rope in with a slew of content it can recommend to watch next.
But not all creators on YouTube are striving for quality. As my colleague Mia Sato wrote, YouTube is home to creators who try to feed an algorithm that boosts inflammatory content and attempts to hook viewers, in addition to an array of videos that may be less than ideal for kids.
Like it or not, YouTube is the dominant streamer, with an endless supply of potentially offensive agendas for just about anyone. But for some reason, it’s not the target of this culture war. If these lawmakers actually cared about what their kids are watching, maybe they’d start looking more closely at how YouTube prioritizes content. Or, if they don’t like the shows and movies on Netflix, they could just do what Sarandos suggested during the hearing: unsubscribe.
Technology
Microsoft crosses privacy line few expected
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For years, we’ve been told that encryption is the gold standard for digital privacy. If data is encrypted, it is supposed to be locked away from hackers, companies and governments alike. That assumption just took a hit.
In a federal investigation tied to alleged COVID-19 unemployment fraud in Guam, a U.S. territory where federal law applies, Microsoft confirmed it provided law enforcement with BitLocker recovery keys. Those keys allowed investigators to unlock encrypted data on multiple laptops.
This is one of the clearest public examples to date of Microsoft providing BitLocker recovery keys to authorities as part of a criminal investigation. While the warrant itself may have been lawful, the implications stretch far beyond one investigation. For everyday Americans, this is a clear signal that “encrypted” does not always mean “inaccessible.”
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HACKERS ABUSE GOOGLE CLOUD TO SEND TRUSTED PHISHING EMAILS
In the Guam investigation, Microsoft provided BitLocker recovery keys that allowed law enforcement to unlock encrypted laptops. (David Paul Morris/Bloomberg via Getty Images)
What happened in the Guam BitLocker case?
Federal investigators believed three Windows laptops held evidence tied to an alleged scheme involving pandemic unemployment funds. The devices were protected with BitLocker, Microsoft’s built-in disk encryption tool enabled by default on many modern Windows PCs. BitLocker works by scrambling all data on a hard drive so it cannot be read without a recovery key.
Users can store that key themselves, but Microsoft also encourages backing it up to a Microsoft account for convenience. In this case, that convenience mattered. When served with a valid search warrant, Microsoft provided the recovery keys to investigators. That allowed full access to the data stored on the devices. Microsoft says it receives roughly 20 such requests per year and can only comply when users have chosen to store their keys in the cloud.
We reached out to Microsoft for comment, but did not hear back before our deadline.
How Microsoft was able to unlock encrypted data
According to John Ackerly, CEO and co-founder of Virtru and a former White House technology advisor, the problem is not encryption itself. The real issue is who controls the keys. He begins by explaining how convenience can quietly shift control. “Microsoft commonly recommends that users back up BitLocker recovery keys to a Microsoft account for convenience. That choice means Microsoft may retain the technical ability to unlock a customer’s device. When a third party holds both encrypted data and the keys required to decrypt it, control is no longer exclusive.”
Once a provider has the ability to unlock data, that power rarely stays theoretical. “When systems are built so that providers can be compelled to unlock customer data, lawful access becomes a standing feature. It is important to remember that encryption does not distinguish between authorized and unauthorized access. Any system designed to be unlocked on demand will eventually be unlocked by unintended parties.”
Ackerly then points out that this outcome is not inevitable. Other companies have made different architectural choices. “Other large technology companies have demonstrated that a different approach is possible. Apple has designed systems that limit its own ability to access customer data, even when doing so would ease compliance with government demands. Google offers client-side encryption models that allow users to retain exclusive control of encryption keys. These companies still comply with the law, but when they do not hold the keys, they cannot unlock the data. That is not obstruction. It is a design choice.”
Finally, he argues that Microsoft still has room to change course. “Microsoft has an opportunity to address this by making customer-controlled keys the default and by designing recovery mechanisms that do not place decryption authority in Microsoft’s hands. True personal data sovereignty requires systems that make compelled access technically impossible, not merely contractually discouraged.”
In short, Microsoft could comply because it had the technical ability to do so. That single design decision is what turned encrypted data into accessible data.
“With BitLocker, customers can choose to store their encryption keys locally, in a location inaccessible to Microsoft, or in Microsoft’s consumer cloud services,” a Microsoft spokesperson told CyberGuy in a statement. “We recognize that some customers prefer Microsoft’s cloud storage, so we can help recover their encryption key if needed. While key recovery offers convenience, it also carries a risk of unwanted access, so Microsoft believes customers are in the best position to decide whether to use key escrow and how to manage their keys.”
WHY CLICKING THE WRONG COPILOT LINK COULD PUT YOUR DATA AT RISK
When companies hold encryption keys, lawful requests can unlock far more data than most people expect. (Kurt “CyberGuy” Knutsson)
Why this matters for data privacy
This case has reignited a long-running debate over lawful access versus systemic risk. Ackerly warns that centralized control has a long and troubling history. “We have seen the consequences of this design pattern for more than two decades. From the Equifax breach, which exposed the financial identities of nearly half the U.S. population, to repeated leaks of sensitive communications and health data during the COVID era, the pattern is consistent: centralized systems that retain control over customer data become systemic points of failure. These incidents are not anomalies. They reflect a persistent architectural flaw.”
When companies hold the keys, they become targets. That includes hackers, foreign governments and legal demands from agencies like the FBI. Once a capability exists, it rarely goes unused.
How other tech giants handle encryption differently
Apple has designed systems, such as Advanced Data Protection, where it cannot access certain encrypted user data even when served with government requests. Google offers client-side encryption for some services, primarily in enterprise environments, where encryption keys remain under the customer’s control. These companies still comply with the law, but in those cases, they do not possess the technical means to unlock the data. That distinction matters. As encryption experts often note, you cannot hand over what you do not have.
What we can do to protect our privacy
The good news is that personal privacy is not gone. The bad news is that it now requires intention. Small choices matter more than most people realize. Ackerly says the starting point is understanding control. “The main takeaway for everyday users is simple: if you don’t control your encryption keys, you don’t fully control your data.”
That control begins with knowing where your keys are stored. “The first step is understanding where your encryption keys live. If they’re stored in the cloud with your provider, your data can be accessed without your knowledge.”
Once keys live outside your control, access becomes possible without your consent. That is why the way data is encrypted matters just as much as whether it is encrypted. “Consumers should look for tools and services that encrypt data before it reaches the cloud — that way, it is impossible for your provider to hand over your data. They don’t have the keys.” Defaults are another hidden risk. Many people never change them. “Users should also look to avoid default settings designed for convenience. Default settings matter, and when convenience is the default, most individuals will unknowingly trade control for ease of use.”
When encryption is designed so that even the provider cannot access the data, the balance shifts back to the individual. “When data is encrypted in a way that even the provider can’t access, it stays private — even if a third party comes asking. By holding your own encryption keys, you’re eliminating the possibility of the provider sharing your data.” Ackerly says the lesson is simple but often ignored. “The lesson is straightforward: you cannot outsource responsibility for your sensitive data and assume that third parties will always act in your best interest. Encryption only fulfills its purpose when the data owner is the sole party capable of unlocking it.” Privacy still exists. It just no longer comes by default.
700CREDIT DATA BREACH EXPOSES SSNS OF 5.8M CONSUMERS
Reviewing default security and backup settings can help you keep control of your private data. (Kurt “CyberGuy” Knutsson)
Practical steps you can take today
You do not need to be a security expert to protect your data. A few practical checks can go a long way.
1) Start by checking where your encryption keys live
Many people do not realize that their devices quietly back up recovery keys to the cloud. On a Windows PC, sign in to your Microsoft account and look under device security or recovery key settings. Seeing a BitLocker recovery key listed online means it is stored with Microsoft.
For other encrypted services, such as Apple iCloud backups or Google Drive, open your account security dashboard and review encryption or recovery options. Focus on settings tied to recovery keys, backup encryption, or account-based access. When those keys are linked to an online account, your provider may be able to access them. The goal is simple. Know whether your keys live with you or with a company.
2) Avoid cloud-based key backups unless you truly need them
Cloud backups are designed for convenience, not privacy. If possible, store recovery keys offline. That can mean saving them to a USB drive, printing them and storing them in a safe place, or using encrypted hardware you control. The exact method matters less than who has access. If a company does not have your keys, it cannot be forced to turn them over.
3) Choose services that encrypt data before it reaches the cloud
Not all encryption works the same way, even if companies use similar language. Look for services that advertise end-to-end or client-side encryption, such as Signal for messages, or Apple’s Advanced Data Protection option for iCloud backups. These services encrypt your data on your device before it is uploaded, which means the provider cannot read it or unlock it later. Here is a simple rule of thumb. If a service can reset your password and restore all your data without your involvement, it likely holds the encryption keys. That also means it could be forced to hand over access. When encryption happens on your device first, providers cannot unlock your data because they never had the keys to begin with. That design choice blocks third-party access by default.
4) Review default security settings on every new device
Default settings usually favor convenience. That can mean easier recovery, faster syncing and weaker privacy. Take five minutes after setup and lock down the basics.
iPhone: tighten iCloud and account recovery
Turn on Advanced Data Protection for iCloud (strongest iCloud protection)
- Open Settings
- Tap your name
- Tap iCloud
- Scroll down and tap Advanced Data Protection
- Tap Turn On Advanced Data Protection
- Follow the prompts to set up Account Recovery options, like a Recovery Contact or Recovery Key
Review iCloud Backup
- Open Settings
- Tap your name
- Tap iCloud
- Tap iCloud Backup
- Decide if you want it on or off, based on your privacy comfort level
Strengthen your Apple ID security
- Open Settings
- Tap your name
- Tap Sign-In & Security
- Make sure Two-Factor Authentication (2FA) is turned on and review trusted phone numbers and devices
- Review trusted phone numbers and devices
Android: lock your Google account and backups
Review and control device backup
Settings may vary depending on your Android phone’s manufacturer.
- Open Settings
- Tap Google
- Tap Backup (or All services then Backup)
- Tap Manage backup
- Choose what backs up and confirm which Google account stores it
NEW ANDROID MALWARE CAN EMPTY YOUR BANK ACCOUNT IN SECONDS
Strengthen your screen lock, since it protects the device itself
Settings may vary depending on your Android phone’s manufacturer.
- Open Settings
- Tap Security or Security & privacy
- Set a strong PIN or password
- Turn on biometrics if you want, but keep the PIN strong either way
Secure your Google account
Settings may vary depending on your Android phone’s manufacturer.
- Open Settings
- Tap Google
- Tap Manage your Google Account
- Go to Security
- Turn on 2-Step Verification and review recent security activity
Mac: enable FileVault and review iCloud settings
Turn on FileVault disk encryption
- Click the Apple menu
- Select System Settings
- Click Privacy & Security
- Scroll down and click FileVault
- Click Turn On
- Save your recovery method securely
Review iCloud syncing
- Open System Settings
- Click your name
- Click iCloud
- Review what apps and data types sync
- Turn off anything you do not want stored in the cloud
Windows PC: check BitLocker and where the recovery key is stored
Confirm BitLocker status and settings
- Open Settings
- Go to Privacy & security
- Tap Device encryption or BitLocker (wording varies by device)
Check whether your BitLocker recovery key is stored in your Microsoft account
- Go to your Microsoft account page
- Open Devices
- Select your PC
- Look for Manage recovery keys or a BitLocker recovery key entry
- If you see a key listed online, it means the key is stored with Microsoft. That is why Microsoft was able to provide keys in the Guam case.
If your account can recover everything with a few clicks, a third party might be able to recover it too. Convenience can be helpful, but it can also widen access.
5) Treat convenience features as privacy tradeoffs
Every shortcut comes with a cost. Before enabling a feature that promises easy recovery or quick access, pause and ask one question. If I lose control of this account, who else gains access? If the answer includes a company or third party, decide whether the convenience is worth it.
These steps are not extreme or technical. They are everyday habits. In a world where lawful access can quietly become routine access, small choices now can protect your privacy later.
Strengthen protection beyond encryption
Encryption controls who can access your data, but it does not stop every real-world threat. Once data is exposed, different protections matter.
Strong antivirus software adds device-level protection
Strong antivirus software helps block malware, spyware and credential-stealing attacks that can bypass privacy settings altogether. Even encrypted devices are vulnerable if malicious software gains control before encryption comes into play.
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
An identity theft protection service helps when exposure turns into fraud
If personal data is accessed, sold, or misused, identity protection services can monitor for suspicious activity, alert you early and help lock down accounts before damage spreads. Identity Theft companies can monitor personal information like your Social Security Number (SSN), phone number and email address, and alert you if it is being sold on the dark web or being used to open an account. They can also assist you in freezing your bank and credit card accounts to prevent further unauthorized use by criminals.
See my tips and best picks on how to protect yourself from identity theft at Cyberguy.com.
Kurt’s key takeaways
Microsoft’s decision to comply with the BitLocker warrant may have been legal. That doesn’t make it harmless. This case exposes a hard truth about modern encryption. Privacy depends less on the math and more on how systems are built. When companies hold the keys, the risk falls on the rest of us.
Do you trust tech companies to protect your encrypted data, or do you think that responsibility should fall entirely on you? Let us know by writing to us at Cyberguy.com.
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Copyright 2026 CyberGuy.com. All rights reserved.
Technology
Substack data breach exposed users’ emails and phone numbers
Substack is notifying some users that the email addresses and phone numbers linked to their accounts were exposed in a “security incident” last year. In an email to account holders, Substack CEO Chris Best said that a hacker had accessed internal data without authorization in October 2025, but that passwords, credit card numbers, and other financial information remain secure.
“On February 3rd, we identified evidence of a problem with our systems that allowed an unauthorized third party to access limited user data without permission, including email addresses, phone numbers, and other internal metadata,” Best said in the email. “We do not have evidence that this information is being misused, but we encourage you to take extra caution with any emails or text messages you receive that may be suspicious.”
Substack says that it has since fixed the security problem, and is now conducting a full investigation alongside bolstering its systems “to prevent this type of issue from happening in the future.” The platform didn’t provide any details regarding what the security issue was, or how many users have been impacted — myself and several Verge colleagues who also use Substack did not receive the email. We have reached out to Substack for clarification.
“I’m incredibly sorry this happened,” Best said in the email to users. “We take our responsibility to protect your data and your privacy seriously, and we came up short here.”
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