Technology
Anthropic’s Mythos AI found over 2,000 unknown software vulnerabilities in just seven weeks of testing
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There is a new AI model called Mythos. Anthropic built it for defensive cybersecurity research. It is so effective at finding software vulnerabilities that Anthropic decided the general public cannot have it.
Instead, it is letting a small circle of trusted partners like Microsoft and Google experiment with it first under controlled conditions, while researchers figure out what guardrails need to exist.
That decision alone should tell you something. When the company that built a tool decides the world is not ready for it, you pay attention. And when you understand what Mythos actually did during testing, that caution starts to make complete sense.
WINDOWS PCS AT RISK AS NEW TOOL DISARMS BUILT-IN SECURITY
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Anthropic’s Mythos AI uncovered more than 2,000 unknown software vulnerabilities in just seven weeks, showing how fast AI can now expose hidden weaknesses. (Gabby Jones/Bloomberg via Getty Images)
How Anthropic’s Mythos AI found 2,000 vulnerabilities in seven weeks
Seven weeks. One AI model. One team. More than 2,000 previously unknown software vulnerabilities were found. If you need a moment with that, take it. John Ackerly, CEO and co-founder of Virtru, a data security company, put that figure into perspective in a way that is hard to shake.
“Mythos is absolutely a turning point for cybersecurity. Think about it. Mythos didn’t pick a lock; it found thousands of locks that were never locked in the first place (that no one even knew existed) in software that the best human security researchers had studied for decades.
The math is staggering. One AI model, and one team, in seven weeks, found more than 2,000 zero-day vulnerabilities. That is 30% of the world’s entire annual output prior to AI. When thousands of researchers get access to AI models like Mythos, a single year will surface exponentially more zero-days than the 360,000 recorded in all of software history.
Mythos and other AI models like it can now find and exploit software flaws at a speed and scale that is beyond containment. This means that the old approach of building stronger walls around systems and hoping they hold is becoming much less reliable. It also means that the manual “find a vulnerability, patch the vulnerability” process is not going to keep pace with a threat landscape bolstered by the speed and scale of AI.
The threat surface is now expanding faster than any wall can contain it. The only answer to this new dynamic is to protect the data itself, rather than prop up perimeter protection around it.
Thirty percent of the world’s annual output in seven weeks changes the game entirely.
What makes Mythos AI different from other AI security tools
Cybersecurity teams have used AI tools for years. So, what makes this different?
Ackerly explains it this way: “What makes this different is the level of autonomy and speed it enables. Mythos is being described as a system that can discover vulnerabilities and even generate working exploits much faster than traditional human-led workflows. This model could make it easy for a bad actor to identify and exploit vulnerabilities in software, even if that bad actor isn’t knowledgeable or trained.”
That last part matters most. Before a tool like this, exploiting a serious software vulnerability required real technical skill. Mythos AI lowers that barrier significantly. A person with bad intentions and no technical background could potentially use a model like this to cause serious damage. The expertise gap that once offered some natural protection is closing.
FAKE PAYPAL EMAIL LET HACKERS ACCESS COMPUTER AND BANK ACCOUNT
Security experts warn that tools like Mythos could shrink the time it takes to find and exploit flaws from weeks down to minutes. (Patrick Sison/AP Photo)
Why Anthropic’s Mythos AI is breaking down perimeter security
Most cybersecurity spending, the overwhelming majority of it, goes toward what experts call perimeter defense. Think firewalls, network monitoring, endpoint security and intrusion detection. The entire strategy is built on one core idea of keeping the bad actors out, and the data inside stays safe.
Ackerly describes how that model is now breaking down.
“The perimeter is the digital wall around your systems and the information you possess. For decades, cyber strategies have primarily focused on the idea that if you protected the perimeter well enough — if you built a strong enough wall — the sensitive data on the inside would stay safe,” Ackerly said.
“The industry has poured hundreds of billions of dollars into firewalls, endpoint detection, network security, application security and other perimeter defenses. Traditional security architecture by itself cannot keep pace in this new world.
“The Mythos development from Anthropic is making a hard truth very apparent: Time is running out for companies to prepare for this new reality. Shifting focus from ‘protecting the perimeter’ to ‘protecting the data’ is critically important to mitigate data loss or compromise.”
Hundreds of billions of dollars. And now the model those dollars were built on is becoming unreliable. It forces a full rethink.
Does Anthropic’s Mythos AI give attackers the advantage?
This is the question everyone wants a straight answer to. Ackerly offers one that is more nuanced than a simple yes or no.
“I wouldn’t frame it as attackers automatically having an advantage. But, over time, it does mean that ‘bad guys’ and ‘good guys’ will have access to essentially the same tools. As a result, I do think defenders absolutely need a different strategy. If you assume the outer wall may fail, then the smarter move is to protect the data itself so it stays controlled even after a breach.”
The playing field is leveling. And that may sound fair until you remember attackers only need to succeed once, while defenders have to succeed every time.
How fast is Mythos AI changing the cybersecurity threat landscape?
Speed is what makes Mythos AI genuinely alarming. Traditional cyberattacks move through a lifecycle. Reconnaissance takes time. Finding the right vulnerability takes more time. Building an exploit takes more time on top of that.
Ackerly explains what happens when AI compresses all of that.
“AI is accelerating the threat. A model that can find and exploit vulnerabilities autonomously compresses the attack lifecycle from weeks to hours, or even minutes. Every layer of the traditional security stack now has to operate at machine speed. Manual security architectures cannot keep up.
“But AI also makes data-centric security more powerful, not less so. When every piece of sensitive data is protected at the object-level, AI agents can enforce governance at scale by checking entitlements, applying attribute-based access controls, and auditing data flows in real time. The same capabilities that make Mythos a dangerous tool in the hands of ‘bad guys’ make it a valuable tool in the hands of ‘good guys.’”
The question organizations should be asking shifts from “how do I build higher walls?” to “when the walls fail, is my data still protected?” That is the question worth sitting with.
What Mythos AI means for regular people’s personal data
Most of the Mythos coverage has focused on corporate risk. But your bank account and medical records sit in those same vulnerable systems.
“For everyday people, the first change is that breaches and scams could become more frequent, more targeted, and harder to spot. If AI makes it easier to uncover weak points in the systems we all rely on, that can translate into more pressure on the services that hold our personal data, from email and cloud storage to health, banking, and retail platforms.
Consumers shouldn’t assume a company is doing the right thing with their data. Now, they really can’t assume a company’s outer defenses are enough to protect their information.
This also highlights the importance of basic cyber hygiene like unique passwords and MFA, so that when breaches happen, the scope of impact on your own personal data is contained.”
Your bank account, your medical records, your tax documents, your private messages. All of it already lives across dozens of platforms you trust to protect it. If those platforms’ outer defenses are no longer reliable, what exactly is standing between your data and someone who wants it?
Ackerly goes further on where the exposure actually lives. “Data now travels across clouds, devices, partners, and borders. The risk isn’t just one hacked server in one building anymore. It’s all the places your data passes through or gets copied to along the way.
Was Anthropic right to keep Mythos AI restricted?
Anthropic made a choice that is rare in the AI industry. They built something powerful and then decided not to release it widely.
On that decision, Ackerly is direct. “Anthropic’s decision to withhold Mythos from general release is unprecedented and, frankly, responsible. Time will tell what these partners are able to do with regard to safety, but releasing it to the general public would certainly have been ill-advised and dangerous.”
Unprecedented. That word deserves weight here. In an industry that races to release new tech, Anthropic stopped. That speaks volumes.
We reached out to Anthropic for a comment, but did not hear back before our deadline.
THIRD-PARTY BREACH EXPOSES CHATGPT ACCOUNT DETAILS
As AI accelerates cyberattacks, the focus is shifting from protecting networks to protecting the data itself. (Kury “CyberGuy” Knutsson)
How to stay safe as cybersecurity shifts
The perimeter model is deteriorating, but that does not mean you are helpless. Individual behavior still matters, and it matters more now than it did before.
Ackerly’s recommendation is this: “Stop assuming the app, platform, or company perimeter can always protect your information, or that they will do the right thing with your data. People should be much more deliberate about what data they share, where they store it, and who can access it. Protection needs to travel with the data, not just sit at the edge of a network. For you, that means choosing services that give you stronger control over your information and being more cautious about oversharing sensitive data in the first place. The data owner should always have governance over said data.” So where do you start?
1) Use unique passwords for every account
A password manager makes this realistic. If one platform gets breached, unique passwords keep the damage isolated to that one account.
2) Turn on multi-factor authentication wherever it is available
Multi-factor authentication (MFA) adds a layer that survives even when a password is compromised. It is one of the highest-impact steps an individual can take.
3) Run strong antivirus software and keep devices updated
Outdated software is one of the most common entry points attackers use. Strong antivirus software catches threats your instincts might miss, and keeping apps and operating systems current closes the gaps that models like Mythos are built to find. Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android & iOS devices at Cyberguy.com
4) Be selective about what you share and where
Every app that holds your data is a potential exposure point. The less you overshare, the smaller your footprint becomes.
5) Use a data removal service
Data brokers collect and sell your personal information, often without you ever knowing. Data removal services find where your data is listed and request its removal. You cannot control every place your information travels, but you can shrink the trail it leaves behind. 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
6) Choose services that offer real data control
Not all platforms treat your data the same way. Look for services that let you see, manage and limit how your information is used and where it goes.
7) Monitor your accounts and credit
Catching a breach early limits the damage significantly. Set up account alerts wherever your bank or financial platform allows it. A credit freeze costs nothing and stops new accounts from being opened in your name without your knowledge.
8) Stay skeptical of phishing attempts
Ackerly warned that scams will get more targeted and harder to spot as AI lowers the barrier for bad actors. Scrutinize every link before you click it and treat unexpected emails or texts asking for login information as suspicious by default. If something feels off, it probably is.
9) Assume breaches will happen
The goal is to limit how much damage they can do. When you operate with that assumption, your decisions about data hygiene get sharper, and your exposure gets smaller.
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Kurt’s key takeaways
Mythos did not create the vulnerability problem. It made the scale of it visible in a way that is no longer ignorable. The foundation of modern cybersecurity, the idea that strong enough walls will keep data safe, is being tested in real time by a technology that moves faster than any human team can. That is a consumer story as much as it is a corporate one. Your data lives in systems built on that old model.
And the moment to think differently about how it is protected is now, not after the next major breach makes the headlines. Anthropic made a responsible call by limiting access to Mythos. But the model exists. The capability is real. Other versions of it are being developed. The question for every organization and every individual becomes the same one Ackerly keeps returning to.
When the walls fail, and experts are telling us they will, what is actually protecting your data on the other side? Let us know your thoughts by writing to us at Cyberguy.com
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Copyright 2026 CyberGuy.com. All rights reserved.
Technology
Margaret Atwood says the problem with AI is ‘garbage in, garbage out’
Maraget Atwood, the storied author of The Handmaid’s Tale and The Blind Assassin, was interviewed as part of the Babell Literary and Cultural Festival in Porto, Portugal. As it usually does at these things, the issue of AI came up, and Atwood didn’t mince words.
According to Deadline’s recap, Atwood said she’d used an AI chatbot exactly once, Anthropic’s Claude, and came away unimpressed. She was looking for information about the British detective series Father Brown and, well:
”Claude gave me the wrong answer, or it lied. Of course, it didn’t know it was lying because it’s not a human being; it’s a large language model… It had skimmed and sampled a lot of television reviews, but they never give away the ending in online criticism, so it was misled by the things it had read about the show.”
She didn’t have particularly kind words for the people who rely on AI either, calling them “opportunists” looking for the easy way out. But of course, as she pointed out, all LLMs are only as good as the data they’re fed, and putting your faith in a machine trained on scraped, previously published, and possibly out-of-date information isn’t the best idea.
“Human beings are not robots, but they are opportunists, so if there’s an easy way to cheat and it’s hard to detect, people will do it… But the thing about AI is that it’s garbage in, garbage out. Even people who use it for business reasons have to check it because it makes mistakes.”
Technology
Empty envelopes in your mailbox? Do not scan that code
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A plain white envelope shows up in your mailbox. It is addressed to you. It may even have a tracking number. The sender’s name looks unfamiliar, but the delivery seems real. Then you open it. Nothing is inside. No note. No product. No explanation.
That would make anyone curious. And that is exactly what scammers may be counting on. Investigators and consumer protection groups have warned that empty envelopes and mystery packages can be tied to a scam known as brushing. In a more dangerous version, the package may include a QR code that tries to send you to a fake website or steal your personal information.
The bigger risk is what scammers hope you do next. If they can get you to scan a QR code, click a link, call a fake number or enter personal information, that strange envelope can turn into a much bigger problem.
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QR CODE SCAMS RISE AS 73% OF AMERICANS SCAN WITHOUT CHECKING
A mystery envelope may look harmless, but it can be a sign that your name and address are already being used in a brushing scam. (Kurt “CyberGuy” Knutsson)
What is the empty envelope scam?
The empty envelope scam is often connected to brushing. That is when a third-party seller sends a cheap item, or sometimes an empty envelope, to a real person’s address to make it look like a real order was delivered.
Once the package gets marked as delivered, a shady seller may use that delivery record to post a fake “verified buyer” review on an online marketplace. Those reviews can make junk products look more popular than they really are.
Recent reports describe people receiving small white padded envelopes from unfamiliar or possibly fake sender names. Some people get them more than once. Others receive cheap trinkets, packing material or nothing at all.
That may seem like a strange nuisance. But to me, the bigger concern is this: someone may already have your name and home address.
Why scammers send empty envelopes
Scammers do not need to send you anything valuable. They only need a tracking number that shows something arrived at a real home. Here is how the scam often works:
A scammer gets your name and address from a data broker, public record, old breach or online leak. Then they create a fake order using your information. Next, they mail a cheap item or an empty envelope to your home.
After the delivery gets marked as complete, the seller can make it appear that you bought the product. A fake positive review may then appear under your name or account details. That helps bad sellers boost ratings and fool real shoppers. It also shows that your personal information may already be floating around, where scammers can grab it.
THE ONE THING SCAMMERS CHECK BEFORE TARGETING YOU ONLINE
Scammers may use real deliveries, empty envelopes or cheap items to create fake “verified buyer” reviews online. (Kurt “CyberGuy” Knutsson)
The QR code twist makes this scam more dangerous
Some mystery packages now include a QR code. The message may sound harmless. It may say something like “scan to see who sent this gift” or “scan to verify delivery.” Do not scan it.
A QR code is a hidden link. You cannot easily see where it leads before your phone reads it. Scammers know curiosity is powerful, especially when a package arrives with your name on it.
That QR code may send you to a fake website that asks for your name, phone number, address, credit card, bank login or shopping account password. It may also try to trick you into entering a one-time verification code.
That is where the real financial risk begins. If you give scammers your login details or banking information, they may be able to take over accounts, make purchases or access payment apps.
What to do if you receive an empty envelope
If an envelope or package arrives and you did not order it, do not panic. Treat it as a warning sign and take a few smart steps.
1) Do not scan any QR code
Even if the card says you need to scan it to identify the sender, skip it. Go directly to the retailer, shipper or official website yourself.
2) Do not call mystery phone numbers
Scammers may include a fake customer service number or website inside the package. If you need to contact Amazon, Walmart, eBay, USPS, UPS or FedEx, type the official website into your browser or use the company’s official app.
3) Check your shopping accounts
Log in directly to your Amazon, Walmart, eBay, TikTok Shop and other shopping accounts. Look for orders you do not recognize, strange reviews, changed addresses or unfamiliar payment methods.
4) Change important passwords
Start with your email, shopping accounts and financial accounts. Use strong, unique passwords and consider using a password manager to create and store them safely. Do not reuse the same password across multiple sites. Check out the best expert-reviewed password managers of 2026 at Cyberguy.com
5) Turn on two-factor authentication
Two-factor authentication, also called 2FA, adds a second step to your login so a password alone isn’t enough. Use an authenticator app when possible. It gives you stronger protection than text messages and makes it harder for a scammer to get into your accounts.
6) Watch your bank and credit card statements
Look for small test charges, unfamiliar purchases, new subscriptions or withdrawals you did not make. Report anything suspicious to your bank right away.
7) Check your credit reports
If you think your identity may be at risk, review your credit reports. You can also consider a fraud alert or credit freeze with Equifax, Experian and TransUnion.
8) Report the package
Report suspicious packages to the U.S. Postal Inspection Service at uspis.gov/report. You can also file a scam report with the FBI’s Internet Crime Complaint Center at ic3.gov. If a retailer’s name appears on the label, report it directly through that retailer’s official site.
WARNING SIGNS YOUR MAIL HAS BEEN FRAUDULENTLY REDIRECTED
If an unexpected envelope includes a QR code, do not scan it. Go directly to the retailer, shipper or official website instead. (Kurt “CyberGuy” Knutsson)
What if you already scanned the QR code?
Scanning a QR code does not always mean your accounts are compromised. But if you entered information, downloaded an app or typed in a verification code, act quickly.
- Close the browser window and stop using the site.
- Do not enter any more personal or financial information.
- Change the password for any account you entered and use a password manager to create and store a strong, unique replacement.
- Turn on two-factor authentication (2FA).
- Check your bank and credit card accounts for suspicious activity.
- Contact your bank if you entered payment information.
- Run a security scan on your phone or computer with a strong antivirus software.
- Delete any app you installed from the QR code.
- Report the incident to the FBI’s Internet Crime Complaint Center at ic3.gov and the FTC at reportfraud.ftc.gov.
- If you entered your Social Security number, banking login or other sensitive information, consider freezing your credit.
Protect your phone from malicious links and QR codes
A good security tool can help block phishing websites, unsafe links and malicious downloads before they cause damage. We recommend using a strong antivirus software because it adds protection beyond basic virus scanning. It includes phishing protection, scam protection and web threat blocking for Windows, Mac, Android and iOS. Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android & iOS devices at Cyberguy.com
Reduce the personal data scammers can use
Brushing scams often start because your name, home address, phone number or other details are already online. Data brokers collect and sell this information. Scammers can use it to make their tricks feel more believable. A data removal service can help reduce your exposure by requesting that your personal information be removed from broker sites. We recommend using a good data removal service to help remove your personal information from data broker sites and reduce the amount of data scammers can use to target you. 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
Kurt’s key takeaways
An empty envelope may look harmless, but it can be a sign that your personal information is already being misused. The most important move is to avoid anything inside the package that tries to pull you into another step. Do not scan QR codes from mystery packages. Do not call unknown numbers printed on cards. Do not enter personal information on a website you reached from a package you never ordered. Scammers are counting on curiosity. Slow down, go directly to official websites and secure your accounts before a strange envelope turns into a much bigger headache.
Have you received an empty envelope or mystery package you never ordered? Let us know by writing to us at Cyberguy.com
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Copyright 2026 CyberGuy.com. All rights reserved.
Technology
It’s the last day of Prime Day — here are over 140 great deals to choose from
We’ve arrived at the final day of Prime Day, which at this point should probably be called “Prime Week.” We’ve found discounts on all manner of gadgets, including TVs, smart home tech, chargers, headphones, and more. Some of the best deals have started selling out at some retailers, so if you’ve been craving a popular upgrade like the AirPods Max 2, time is running low.
The good news is that our team is still hard at work, and in addition to the deals that remain in stock, the retailers sometimes save up a few extras for the last day (like this Echo Spot that got a little cheaper). This roundup is our pride and joy; the culmination of over four days of deal hunting by our entire team. We’ve worked tirelessly for the last week and arrived at a list of over 120 discounted items (and growing) that we’re happy to share with you.
Of course, our Prime Day coverage spans every category The Verge staff touches, and is a great place to explore the full breadth of discounts we’re able to find on the stuff we’ve tested, regularly use, and love. We genuinely enjoy helping you save on cool tech and fun gadgets that are actually worth your hard-earned money, especially when everything is getting more expensive.
Smartwatch and wearable deals
Home theater and speaker deals
Update, June 26th: Struck some out of deals near the end of the sale.
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