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In search of the perfect movie recommendation

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In search of the perfect movie recommendation

It’s one of the most common low-stakes annoyances in modern life: you flop down on the couch at the end of the day, finally with a few minutes to watch one of the dozens of incredible shows or movies you have access to thanks to the peak TV era and the advent of streaming, and you start scrolling. Instead of actually watching anything, you spend an interminable evening opening apps, aimlessly scrolling through endless rows of same-looking tiles. You eventually give up and watch The Office again.

On this episode of The Vergecast, we look at why TV and movie recommendations are so complicated, and whether AI might be able to make them better. If Spotify can build infinite playlists of music you’ll like, and YouTube and TikTok always seem to have the perfect thing ready to go, why can’t Netflix or Hulu or Max seem to get it right?

AI, it turns out, can help at least a little. Because models from OpenAI, Google, and others have ingested so much information about movies and shows — not just their title and genre, but all the synopses, reviews, recaps, and more from all over the web — they can synthesize that information and find connections between titles that were previously hard to find. And as context windows get larger, these models can actually ingest and understand an entire film at once, which opens up entirely new ways of understanding them.

Ultimately, though, recommendations are a human problem. Because we’re all human. What you want to watch, and why you like what you like, are far more complicated — and vary far more widely — than even the best model can understand. As a result, the idea of sitting down, opening Netflix, and having the exact right title appear immediately, isn’t coming true anytime soon. So instead of hoping for the best, we investigate the ways to use AI tools right now to get to your content at least a little faster. Because watching movies great; scrolling through too many of them is seriously overrated.

If you want to know more about everything we discuss in this episode, here are a few links to get you started:

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Fake error popups are spreading malware fast

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Fake error popups are spreading malware fast

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A dangerous cybercrime tool has surfaced in underground forums, making it far easier for attackers to spread malware. 

Instead of relying on hidden downloads, this tool pushes fake error messages that pressure you into fixing problems that never existed. Security researchers say this method is spreading quickly because it feels legitimate. The page looks broken. The warning feels urgent. The fix sounds simple. 

That combination is proving alarmingly effective for cybercriminals.

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How fake error malware attacks actually work

These attacks begin with a compromised website. When a visitor lands on the page, something looks wrong right away. Text appears broken. Fonts look scrambled. Visual elements seem corrupted. A pop-up then appears claiming the issue can be fixed with a browser update or a missing system font. A button offers to repair the problem instantly. 

Clicking that button copies a command to the clipboard and displays instructions to paste it into PowerShell or a system terminal. That single step launches the infection.

MALICIOUS CHROME EXTENSIONS CAUGHT STEALING SENSITIVE DATA

Fake error popups make a website look broken by scrambling text or fonts to create urgency and panic. (Jens Büttner/picture alliance via Getty Images)

Why this new tool changes the threat landscape

The tool behind these attacks is called ErrTraffic. It automates the entire process and removes the technical barriers that once limited cybercrime operations. For about $800, attackers get a full package with a control panel and scripted payload delivery. Analysts at the Hudson Rock Threat Intelligence Team identified the tool after tracking its promotion on Russian-language forums in early December 2025. 

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ErrTraffic works through a simple JavaScript injection. A single line of code connects a hacked site to the attacker’s dashboard. From there, everything adapts automatically. The script detects the operating system and browser. It then displays a customized fake error message in the correct language. The attack works across Windows, Android, macOS and Linux.

MOST PARKED DOMAINS NOW PUSH SCAMS AND MALWARE

The popups often claim a browser update or missing system font is needed to fix the problem. (Daniel Acker/Bloomberg via Getty Images)

Why security software struggles to stop it

Traditional malware defenses look for suspicious downloads or unauthorized installations. ErrTraffic avoids both. Browsers see normal text copying. Security tools see a legitimate system utility being opened manually. Nothing appears out of place. That design allows the attack to slip through protections that would normally stop malware in its tracks.

The success rate is deeply concerning

Data pulled from active ErrTraffic campaigns shows conversion rates approaching 60%. That means more than half of the visitors who see the fake error message follow the instructions and install malware. Once active, the tool can deliver infostealers like Lumma or Vidar on Windows devices. Android targets often receive banking trojans instead. The control panel even includes geographic filtering, with built-in blocks for Russia and neighboring regions to avoid drawing attention from local authorities.

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What happens after infection?

Once malware is installed, credentials and session data are stolen. Those compromised logins are then used to breach additional websites. Each newly hacked site becomes another delivery vehicle for the same attack. That cycle allows the campaign to grow without direct involvement from the original operator.

FAKE WINDOWS UPDATE PUSHES MALWARE IN NEW CLICKFIX ATTACK

Following the on-screen instructions can quietly trigger malware that steals passwords and personal data. (Kurt Knutsson)

Ways to stay safe from fake error malware

A few smart habits can significantly reduce risk when facing fake error pop-ups and browser-based traps.

1) Never run commands suggested by a website

Legitimate websites never ask you to copy and paste commands into PowerShell or a system terminal. Fake error malware relies on convincing messages that pressure you into doing exactly that. If a page instructs you to run code to fix a problem, close it immediately.

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2) Close pages that claim your system is corrupted

Fake error campaigns often use broken text, scrambled fonts or warnings about missing files to grab attention. As a result, these visuals create urgency and trigger fear. In reality, a real system problem never announces itself through a random website, so close the page right away.

3) Install updates only through official system settings

Real browser and operating system updates come from built-in update tools, not pop-ups on websites. If an update is needed, your device will notify you directly through system settings or trusted app stores.

4) Install strong antivirus software on every device

Strong antivirus software can help block malicious scripts, detect infostealers and stop suspicious behavior before damage spreads. This is especially important since fake error malware targets Windows, Android, macOS and Linux systems.

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 2025 antivirus protection winners for your Windows, Mac, Android and iOS devices at Cyberguy.com.

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5) Use a data removal service to reduce exposure

Stolen credentials fuel the spread of fake error malware. Removing personal information from data broker sites can reduce the impact if login details are compromised and limit how far an attack can spread.

While no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap, and neither is your privacy. These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet. By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them 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.

Get a free scan to find out if your personal information is already out on the web: Cyberguy.com.

6) Treat font and browser update pop-ups with suspicion

Claims about missing fonts or outdated browsers are a hallmark of these attacks. Modern systems manage fonts automatically, and browsers update themselves. A webpage has no reason to request manual fixes.

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If a real update is needed, the operating system will request it directly. A random webpage never should.

Kurt’s key takeaways 

Fake error malware works because it plays on a very human reaction. When something on a screen suddenly looks broken, most people want to fix it fast and move on. That split-second decision is exactly what attackers are counting on. Tools like ErrTraffic show how polished these scams have become. The messages look professional. The instructions feel routine. Nothing about the moment screams danger. But behind the scenes, one click can quietly hand over passwords, banking access and personal data. The good news is that slowing down makes a real difference. Closing a suspicious page and trusting built-in system updates can stop these attacks cold. When it comes to pop-ups claiming your device is broken, walking away is often the smartest fix.

Have you ever seen a pop-up or error message that made you stop and wonder if it was real? Tell us what it looked like and how you handled it by writing to us at Cyberguy.com.

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Intel is planning a custom Panther Lake CPU for handheld PCs

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Intel is planning a custom Panther Lake CPU for handheld PCs

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

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

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

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

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

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

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

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

1. The 10-minute setup

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

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SECRET PHRASES TO GET YOU PAST AI BOT CUSTOMER SERVICE

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

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

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

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

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2. The master key problem

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

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

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

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

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

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

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

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

3. Crypto and social media

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

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

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

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

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

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

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