Technology
5 AI terms you keep hearing and what they actually mean
Whether it’s powering your phone’s autocorrect or helping someone create a new recipe with a few words, artificial intelligence (AI) is everywhere right now. But if you’re still nodding along when someone mentions “neural networks” or “generative AI,” you’re not alone.
Today I am breaking down five buzzy AI terms that you’ve probably seen in headlines, group chats or app updates, minus the tech talk. Understanding these basics will help you talk AI with confidence, even if you’re not a programmer.
Stay tuned for more in this series as we dive deeper into privacy-related tech terms and other essential concepts, answering the top questions we get from readers like you.
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Visual Illustration of AI (Kurt “CyberGuy” Knutsson)
1. Artificial intelligence (AI)
The big umbrella term
Artificial Intelligence is a broad term for computer systems that can do tasks normally requiring human intelligence. That includes understanding language, recognizing images, making decisions and even learning from experience.
You’re using AI when:
- Your email suggests replies
- Your phone transcribes your voice
- Netflix recommends what to watch next
Think of AI as the category; everything else on this list is a branch of it. It’s the foundation for all the smart tools we use today, from voice assistants to facial recognition. As AI continues to evolve, it has the power to make everyday tasks easier, faster and more personalized. But as it becomes more embedded in our lives, understanding the basics is key to using it wisely and protecting your digital autonomy.
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2. Machine learning (ML)
How AI learns patterns
Machine Learning is a type of AI that learns from data instead of being explicitly programmed. It improves over time by finding patterns and making predictions.
For example: You like action movies. You watch a few. Over time, the algorithm learns your preferences and recommends similar titles, even if you didn’t say anything directly.
Common uses of ML:
ML is how AI “gets smarter” by itself, and it’s a big part of how tech becomes more helpful and intuitive. From catching suspicious charges on your credit card to curating your favorite music, machine learning can make life more seamless and even safer. But as with any technology, it’s important to stay aware of how your data is being used and who’s doing the learning. The more we understand how it works, the better we can decide how and when to trust it.
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3. Neural network
The tech that mimics your brain
Neural Networks are a special kind of machine learning designed to mimic how the human brain works, at least loosely. They’re made up of layers of “neurons” that process data and make decisions.
They’re particularly good at recognizing complex patterns, like identifying faces in photos or translating languages.
Use cases include:
- Face ID unlocking your phone
- Speech-to-text apps
- Translating text in real time
If AI is the brain, neural networks are the brain cells doing the work. Neural networks are the part of AI that actually processes information. They’re designed to mimic how human brains work, taking in data, learning patterns and making decisions. So, when AI recognizes a face, writes a sentence or makes a suggestion, it’s neural networks making that happen behind the scenes.
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Illustration of humans and machine learning (Kurt “CyberGuy” Knutsson)
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4. Generative AI
AI that creates, not just predicts
Generative AI doesn’t just analyze data, it creates new stuff: text, images, videos, code, music, even voices. It’s trained on huge amounts of content and learns how to generate something new that mimics the original.
You’ve seen it in action if you’ve used:
- ChatGPT or similar bots to write messages
- AI art generators like Midjourney or DALL·E
- Auto-generated captions or social media copy
It’s like giving a machine a vibe and watching it invent something that fits. Generative AI is creative, fast and sometimes uncannily realistic, which is what makes it both exciting and a little unsettling.
Think you can tell the difference?
Be sure to play my game to guess which photo is AI and which one is real. It’s harder than you think and a good reminder that as these tools get more advanced, staying alert and informed is more important than ever.
WHAT IS ARTIFICIAL INTELLIGENCE (AI)?
Find the fake kitten. (Kurt “CyberGuy” Knutsson)
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5. Prompt
The magic words that make AI work
A prompt is the input you give to an AI system, usually a question, command or description. It’s how you talk to tools like ChatGPT or image generators.
The better your prompt, the better the result.
Examples:
- “Write a birthday message in the style of Shakespeare”
- “Create a recipe using only chickpeas and chocolate”
- “Make an image of a robot drinking coffee in Paris, 1920s style”
Prompts are to AI what questions are to Google, but with more creativity and conversation. Unlike a search engine that simply points you to existing content, AI can generate entirely new ideas, images and text based on what you ask. It’s more than a search box; it’s a creative tool. Whether you’re drafting a story, designing a logo or planning a vacation, learning how to prompt effectively lets you tap into AI’s full potential as a collaborator, not just an information source.
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Kurt’s key takeaways
You don’t need a computer science degree to understand AI, just a few solid definitions. From machine learning and neural networks to generative AI and prompts, these tools are no longer reserved for tech labs; they’re becoming part of your everyday life. Whether it’s helping you write an email, organize your photos or get dinner ideas based on what’s in your fridge, AI is already working behind the scenes to make life a little easier (and sometimes a lot more interesting).
Now that you’ve got the lingo down, you’ll be better equipped to navigate the AI-powered world with confidence and curiosity.
Want to go deeper? Interested in how AI can improve your daily routine or looking for creative prompt ideas to get the most out of tools like ChatGPT? Let us know by writing us at Cyberguy.com/Contact.
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Technology
SpaceX cuts a deal to maybe buy Cursor for $60 billion
SpaceX and Cursor are now working closely together to create the world’s best coding and knowledge work AI.
The combination of Cursor’s leading product and distribution to expert software engineers with SpaceX’s million H100 equivalent Colossus training supercomputer will allow us to build the world’s most useful models.
Cursor has also given SpaceX the right to acquire Cursor later this year for $60 billion or pay $10 billion for our work together.
Technology
Fake Windows update installs hidden malware
NEWYou can now listen to Fox News articles!
If you’ve ever clicked “Check for updates” and trusted what you saw, you’re not alone. That’s exactly what this latest scam is counting on.
The page mimics official branding, includes a believable knowledge base number and presents a big blue download button that feels familiar.
The catch? The download installs malware designed to steal passwords, payment details and account access.
According to researchers at Malwarebytes Labs, a cybersecurity research and threat intelligence team inside Malwarebytes, the site uses a typosquatted domain that looks close enough to a real Microsoft URL to fool a quick glance. That small trick is often all it takes.
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Cybersecurity researchers warn a fake Microsoft update site uses a look-alike URL and a familiar download button to deliver data-stealing malware. (Michael Nagle/Bloomberg via Getty Images)
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Why this fake Windows update malware slips past detection
At first glance, nothing seems off. The file looks like a standard Windows installer. It even lists “Microsoft” in its properties. That’s where this attack gets clever. Instead of using obvious malicious code, the attackers built the installer with legitimate tools and layered the attack in stages. Each piece looks harmless on its own.
Here’s what’s happening behind the scenes:
- The installer launches what appears to be a normal app
- That app quietly runs hidden scripts
- A disguised process loads a full Python environment
- Data theft tools activate in the background
Because each step looks routine, many security tools fail to flag it right away. Researchers also noted that antivirus engines initially showed zero detections for key parts of the attack. That does not mean the file is safe. It means the malicious behavior is well hidden.
What this fake Windows update malware is stealing
Once installed, the malware gets to work fast. It collects details about the infected device, including location and IP address. Then it reaches out to remote servers to receive instructions and upload stolen data.
The targets include:
- Saved browser passwords
- Login sessions and cookies
- Payment details
- Discord account tokens
It even tries to shut down other processes on your system to avoid interference while it works. In some cases, it modifies apps like Discord to intercept account activity in real time.
How the fake Windows update malware stays on your system
This malware is designed to stick around. It creates entries that look like normal system processes, so they blend in. One registry entry mimics Windows Security Health, which most users would ignore. It also drops a shortcut in your startup folder with a familiar name like Spotify. That makes it easy to overlook. Two different persistence tricks mean it can survive a reboot and keep running.
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A fake Windows update page is tricking users into downloading malware that steals passwords, payment details and account access. (Beata Zawrzel/NurPhoto)
Why this fake Windows update scam feels so real
There’s a bigger trend behind this. Researchers say campaigns like this often target regions where large data breaches have already exposed personal information. When attackers already know your name, provider or habits, they can build scams that feel tailored to you. That makes a fake Windows update page far more believable than a generic phishing email.
It also highlights something important. Today’s malware often hides inside legitimate tools and trusted frameworks. That makes it harder to detect and easier to trust. This campaign shows how far scammers have come. They are no longer relying on sloppy emails or obvious fake links. Instead, they are building layered attacks that look and behave like trusted software.
Even experienced users can get caught off guard when everything appears normal. The biggest takeaway is simple. A clean scan result or a familiar interface does not guarantee safety.
Microsoft says it’s aware of the threat
Microsoft confirmed it is tracking this type of activity and urges users to be cautious when downloading updates from unfamiliar sources.
“We are aware of reports of fraudulent websites impersonating Microsoft, and we actively work to detect and disrupt malicious activity across the internet,” A Microsoft spokesperson told CyberGuy. “We encourage customers to be cautious of unexpected prompts or downloads and to verify that they are interacting with legitimate Microsoft domains. As a best practice, we recommend users verify the legitimacy of a link by going directly to our website from your own saved favorite, from a web search, or by typing the domain name yourself.”
For more guidance on how to protect against online phishing scams, you can refer to Microsoft’s official support page at support.microsoft.com.
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A convincing Windows update scam is spreading malware that can grab saved passwords, cookies, payment data and Discord tokens. (Todor Tsvetkov/Getty Images)
Ways to stay safe from fake Windows update malware
You don’t need to be a security expert to avoid this. A few habits make a big difference.
1) Only update Windows from your settings
Go to Settings > Windows Update and check for updates there. Avoid downloading updates from websites.
2) Double-check the URL
Real Microsoft pages use microsoft.com. Anything else, even if it looks close, should raise a red flag.
3) Be cautious with urgent update prompts
If a site or message pressures you to install an update, stop and verify it manually.
4) Use strong antivirus software with behavior detection
Traditional antivirus software, which often comes built into your device or as basic security software, mainly looks for known threats using signature matching, which means it can miss new or well-hidden attacks like this one. Strong antivirus software uses behavior detection to monitor what programs are doing in real time, helping flag suspicious activity even if the malware hasn’t been seen before. Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android & iOS devices at Cyberguy.com.
5) Use a data removal service to limit your exposure
If your personal information is already circulating online from past breaches, it can make scams like this more convincing. A data removal service helps reduce how much of your information is publicly available, making it harder for attackers to target you with tailored phishing attempts. 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) Turn on two-factor authentication
Two-factor authentication (2FA) adds a second layer of protection if your passwords are stolen.
7) Avoid downloading installer files from unknown sites
Legitimate updates rarely require manual downloads.
Kurt’s key takeaways
Fake updates are one of the most effective tricks because they tap into something we all trust. Keeping your system secure should not put you at risk, yet that’s exactly what attackers are exploiting here. The safest move is to slow down, verify where updates come from and stick to built-in tools whenever possible.
Are tech companies doing enough to keep fake updates from putting your data at risk? Let us know your thoughts in the comments below. Let us know by writing to us at Cyberguy.com.
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Copyright 2026 CyberGuy.com. All rights reserved.
Technology
The Vergecast Vergecast, 2026 edition
We get a lot of questions about how The Verge works. And how The Vergecast works. And how we make money. And whether some of that money helps Nilay buy more jackets, several yachts, or something else entirely. So, every once in a while, we spend an episode of the podcast answering as many questions as we can.
On this episode of The Vergecast, Nilay and David are joined by The Verge’s publisher, Helen Havlak, to talk about ads, subscriptions, our website, our audience, and more. Then, Nilay and David answer some more questions about how we think about journalism, our relationship with Verge alumni, video podcasts, and (of course) Brendan Carr.
Thanks to everyone who sent us questions for this episode, and please keep them coming! You can always call the Vergecast Hotline (866-VERGE11) or send us an email (vergecast@theverge.com) with your questions, thoughts, feelings, and misgivings about everything we’re up to. We truly love hearing from you. And if you want to be part of everything we’re up to, and help make The Verge even bigger and better, the best thing you can do is subscribe! You even get all our podcasts ad-free.
Oh, and also, in case you missed it yesterday, be sure and check out our emergency pod on the news that Tim Cook is stepping down as Apple CEO. We’ll be talking more about the future of Apple on Friday’s show, too, so send questions if you have ’em!
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