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What AI's insatiable appetite for power means for our future

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What AI's insatiable appetite for power means for our future

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Every time you ask ChatGPT a question, to generate an image or let artificial intelligence summarize your email, something big is happening behind the scenes. Not on your device, but in sprawling data centers filled with servers, GPUs and cooling systems that require massive amounts of electricity. 

The modern AI boom is pushing our power grid to its limits. ChatGPT alone processes roughly 1 billion queries per day, each requiring data center resources far beyond what’s on your device.

In fact, the energy needed to support artificial intelligence is rising so quickly that it has already delayed the retirement of several coal plants in the U.S., with more delays expected. Some experts warn that the AI arms race is outpacing the infrastructure meant to support it. Others argue it could spark long-overdue clean energy innovation.

AI isn’t just reshaping apps and search engines. It’s also reshaping how we build, fuel and regulate the digital world. The race to scale up AI capabilities is accelerating faster than most infrastructure can handle, and energy is becoming the next major bottleneck.

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Here’s a look at how AI is changing the energy equation, and what it might mean for our climate future.

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ChatGPT on a computer   (Kurt “CyberGuy” Knutsson)

Why AI uses so much power, and what drives the demand

Running artificial intelligence at scale requires enormous computational power. Unlike traditional internet activity, which mostly involves pulling up stored information, AI tools perform intensive real-time processing. Whether training massive language models or responding to user prompts, AI systems rely on specialized hardware like GPUs (graphics processing unit) that consume far more power than legacy servers. GPUs are designed to handle many calculations in parallel, which is perfect for the matrix-heavy workloads that power generative AI and deep learning systems.

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To give you an idea of scale: one Nvidia H100 GPU, commonly used in AI training, consumes up to 700 watts on its own. Training a single large AI model like GPT-4 may require thousands of these GPUs running continuously for weeks. Multiply that across dozens of models and hundreds of data centers, and the numbers escalate quickly. A traditional data center rack might use around 8 kilowatts (kW) of power. An AI-optimized rack using GPUs can demand 45-55 kW or more. Multiply that across an entire building or campus of racks, and the difference is staggering.

WHAT IS ARTIFICIAL INTELLIGENCE (AI)?

Cooling all that hardware adds another layer of energy demand. Keeping AI servers from overheating accounts for 30-55% of a data center’s total power use. Advanced cooling methods like liquid immersion are helping, but scaling those across the industry will take time.

On the upside, AI researchers are developing more efficient ways to run these systems. One promising approach is the “mixture of experts” model architecture, which activates only a portion of the full model for each task. This method can significantly reduce the amount of energy required without sacrificing performance.

How much power are we talking about?

In 2023, global data centers consumed about 500 terawatt-hours (TWh) of electricity. That is enough to power every home in California, Texas and Florida combined for an entire year. By 2030, the number could triple, with AI as the main driver.

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To put it into perspective, the average home uses about 30 kilowatt-hours per day. One terawatt-hour is a billion times larger than a kilowatt-hour. That means 1 TWh could power 33 million homes for a day. 

Data center   (Kurt “CyberGuy” Knutsson)

5 AI TERMS YOU KEEP HEARING AND WHAT THEY ACTUALLY MEAN

AI’s energy demand is outpacing the power grid

The demand for AI is growing faster than the energy grid can adapt. In the U.S., data center electricity use is expected to surpass 600 TWh by 2030, tripling current levels. Meeting that demand requires the equivalent of adding 14 large power plants to the grid. Large AI data centers can each require 100–500 megawatts (MW), and the largest facilities may soon exceed 1 gigawatt (GW), which is about as much as a nuclear power plant or a small U.S. state. One 1 GW data center could consume more power than the entire city of San Francisco. Multiply that by a few dozen campuses across the country, and you start to see how quickly this demand adds up.

To keep up, utilities across the country are delaying coal plant retirements, expanding natural gas infrastructure and shelving clean energy projects. In states like Utah, Georgia and Wisconsin, energy regulators have approved new fossil fuel investments directly linked to data center growth. By 2035, data centers could account for 8.6% of all U.S. electricity demand, up from 3.5% today.

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Despite public pledges to support sustainability, tech companies are inadvertently driving a fossil fuel resurgence. For the average person, this shift could increase electricity costs, strain regional energy supplies and complicate state-level clean energy goals.

Power grid facility    (Kurt “CyberGuy” Knutsson)

Can big tech keep its green energy promises?

Tech giants Microsoft, Google, Amazon and Meta all claim they are working toward a net-zero emissions future. In simple terms, this means balancing the amount of greenhouse gases they emit with the amount they remove or offset, ideally bringing their net contribution to climate change down to zero.

These companies purchase large amounts of renewable energy to offset their usage and invest in next-generation energy solutions. For example, Microsoft has a contract with fusion start-up Helion to supply clean electricity by 2028.

However, critics argue these clean energy purchases do not reflect the reality on the ground. Because the grid is shared, even if a tech company buys solar or wind power on paper, fossil fuels often fill the gap for everyone else.

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Some researchers say this model is more beneficial for company accounting than for climate progress. While the numbers might look clean on a corporate emissions report, the actual energy powering the grid still includes coal and gas. MicrosoftGoogle and Amazon have pledged to power their data centers with 100% renewable energy, but because the grid is shared, fossil fuels often fill the gap when renewables aren’t available.

Some critics argue that voluntary pledges alone are not enough. Unlike traditional industries, there is no standardized regulatory framework requiring tech companies to disclose detailed energy usage from AI operations. This lack of transparency makes it harder to track whether green pledges are translating into meaningful action, especially as workloads shift to third-party contractors or overseas operations.

A wind energy farm   (Kurt “CyberGuy” Knutsson)

AI CYBERSECURITY RISKS AND DEEPFAKE SCAMS ON THE RISE

The future of clean energy for AI and its limits

To meet soaring energy needs without worsening emissions, tech companies are investing in advanced energy projects. These include small nuclear reactors built directly next to data centers, deep geothermal systems and nuclear fusion.

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While promising, these technologies face enormous technical and regulatory hurdles. Fusion, for example, has never reached commercial break-even, meaning it has yet to produce more energy than it consumes. Even the most optimistic experts say we may not see scalable fusion before the 2030s.

Beyond the technical barriers, many people have concerns about the safety, cost and long-term waste management of new nuclear systems. While proponents argue these designs are safer and more efficient, public skepticism remains a real hurdle. Community resistance is also a factor. In some regions, proposals for nuclear microreactors or geothermal drilling have faced delays due to concerns over safety, noise and environmental harm. Building new data centers and associated power infrastructure can take up to seven years, due to permitting, land acquisition and construction challenges.

Google recently activated a geothermal project in Nevada, but it only generates enough power for a few thousand homes. The next phase may be able to power a single data center by 2028. Meanwhile, companies like Amazon and Microsoft continue building sites that consume more power than entire citie.

SCAMMERS CAN EXPLOIT YOUR DATA FROM JUST ONE CHATGPT SEARCH

Will AI help or harm the environment?

This is the central debate. Advocates argue that AI could ultimately help accelerate climate progress by optimizing energy grids, modeling emissions patterns and inventing better clean technology. Microsoft and Google have both cited these uses in their public statements. But critics warn that the current trajectory is unsustainable. Without major breakthroughs or stricter policy frameworks, the energy cost of AI may overwhelm climate gains. A recent forecast estimated that AI could add 1.7 gigatons of carbon dioxide to global emissions between 2025 and 2030, roughly 4% more than the entire annual emissions of the U.S.

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Water use, rare mineral demand and land-use conflicts are also emerging concerns as AI infrastructure expands. Large data centers often require millions of gallons of water for cooling each year, which can strain local water supplies. The demand for critical minerals like lithium, cobalt and rare earth elements — used in servers, cooling systems and power electronics — creates additional pressure on supply chains and mining operations. In some areas, communities are pushing back against land being rezoned for large-scale tech development.

Rapid hardware turnover is also adding to the environmental toll. As AI systems evolve quickly, older GPUs and accelerators are replaced more frequently, creating significant electronic waste. Without strong recycling programs in place, much of this equipment ends up in landfills or is exported to developing countries.

The question isn’t just whether AI can become cleaner over time. It’s whether we can scale the infrastructure needed to support it without falling back on fossil fuels. Meeting that challenge will require tighter collaboration between tech companies, utilities and policymakers. Some experts warn that AI could either help fight climate change or make it worse, and the outcome depends entirely on how we choose to power the future of computing.

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Kurt’s key takeaways

AI is revolutionizing how we work, but it is also transforming how we use energy. Data centers powering AI systems are becoming some of the world’s largest electricity consumers. Tech companies are betting big on futuristic solutions, but the reality is that many fossil fuel plants are staying online longer just to meet AI’s rising energy demand. Whether AI ends up helping or hurting the climate may depend on how quickly clean energy breakthroughs catch up and how honestly we measure progress.

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Is artificial intelligence worth the real-world cost of fossil resurgence? Let us know your thoughts by writing to us at Cyberguy.com/Contact

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Technology

Grubhub confirms data breach amid extortion claims

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Grubhub confirms data breach amid extortion claims

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Food delivery platform Grubhub has confirmed a recent data breach after unauthorized actors accessed parts of its internal systems. 

The disclosure comes as sources tell BleepingComputer the company is now facing extortion demands linked to stolen data.

In a statement to BleepingComputer, Grubhub said it detected and stopped the activity quickly.

“We’re aware of unauthorized individuals who recently downloaded data from certain Grubhub systems,” the company said. “We quickly investigated, stopped the activity, and are taking steps to further increase our security posture.”

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Grubhub added that sensitive information, such as financial details or order history, was not affected. However, the company declined to answer follow-up questions about when the breach occurred, whether customer data was involved or if it is actively being extorted.

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RANSOMWARE ATTACK EXPOSES SOCIAL SECURITY NUMBERS AT MAJOR GAS STATION CHAIN

Grubhub confirmed a data breach after unauthorized actors accessed parts of its internal systems, prompting an investigation and heightened security measures. (Michael Nagle/Bloomberg via Getty Images)

What Grubhub has confirmed so far

While details remain limited, Grubhub confirmed several key points. It has brought in a third-party cybersecurity firm and notified law enforcement. Beyond that, the company has stayed largely silent. That lack of detail has raised concern, especially given Grubhub’s recent security history. Just last month, the company was linked to scam emails sent from its own b.grubhub.com subdomain. Those messages promoted a cryptocurrency scam promising large returns on Bitcoin payments. Grubhub said it contained the incident and blocked further unauthorized emails. It did not clarify whether the two events are related.

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Sources link the breach to ShinyHunters extortion

According to multiple sources cited by BleepingComputer, the ShinyHunters hacking group is behind the extortion attempt. The group has not publicly commented on the claims and declined to respond when contacted. Sources say the attackers are demanding a Bitcoin payment to prevent the release of stolen data. That data reportedly includes older Salesforce records from a February 2025 breach and newer Zendesk data taken during the most recent intrusion. Grubhub uses Zendesk to run its online customer support system. That platform handles order issues, account access and billing questions, making it a valuable target for attackers.

How stolen credentials may have enabled the attack

Investigators believe the breach may be tied to credentials stolen during earlier Salesloft Drift attacks. In August 2025, threat actors used stolen OAuth tokens from Salesloft’s Salesforce integration to access sensitive systems over a 10-day period. According to a report from Google Threat Intelligence Group, also known as Mandiant, attackers used that stolen data to launch follow-up attacks across multiple platforms. “GTIG observed UNC6395 targeting sensitive credentials such as AWS access keys, passwords and Snowflake-related access tokens,” Google reported. ShinyHunters previously claimed responsibility for that campaign, stating it stole roughly 1.5 billion records from Salesforce environments tied to hundreds of companies.

Why this breach still matters

Even if payment data and order history were not affected, support systems often contain personal details. Names, email addresses and account notes can be enough to fuel phishing attacks or identity scams. More importantly, this incident highlights how older breaches can continue to cause damage long after the initial attack. Stolen credentials that are never rotated remain a powerful entry point for threat actors.

Ways to stay safe after the Grubhub data breach

If you use Grubhub or any online delivery service, a few smart steps can reduce your risk after a breach.

1) Update your password and stop re-use

Start by changing your Grubhub password right away. Make sure you do not reuse that password anywhere else. Reused passwords give attackers an easy path into other accounts. A password manager can help here. It creates strong, unique logins and stores them securely so you do not have to remember them all.

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Next, see if your email has been exposed in past breaches. Our No. 1 password manager pick includes a built-in breach scanner that checks whether your email address or passwords have appeared in known leaks. If you discover a match, immediately change any reused passwords and secure those accounts with new, unique credentials.

Check out the best expert-reviewed password managers of 2026 at Cyberguy.com.

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The food delivery platform says it quickly stopped the intrusion but has not disclosed when the breach occurred or whether customers were targeted. (Leonardo Munoz/VIEWpress)

2) Turn on two-factor authentication

If two-factor authentication (2FA) is available, enable it. This adds a second step when you sign in, such as a code sent to your phone or app. Even if a hacker steals your password, two-factor authentication can stop them from getting in.

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3) Watch closely for phishing attempts and use strong antivirus software

Be alert for emails or texts that mention orders, refunds or support issues. Attackers often use stolen support data to make messages feel urgent and real. Do not click links or open attachments unless you are certain they are legitimate. Strong antivirus software can also help block malicious links and downloads before they cause harm.

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.

4) Remove your data from people-search sites

Consider using a data removal service to reduce your online footprint. These services help remove your personal details from data broker sites that attackers often use to build profiles. Less exposed data means fewer tools for scammers to exploit.

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.

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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.

5) Ignore crypto messages using trusted brands

Be skeptical of any cryptocurrency offers tied to familiar companies. Grubhub was previously linked to scam emails promoting crypto schemes, which shows how often attackers abuse trusted names. Legitimate companies do not promise fast returns or pressure you to act immediately.

6) Monitor your Grubhub account and email activity

Check your Grubhub account for anything that looks unfamiliar. Watch for unexpected password reset emails, order confirmations or support messages you did not request. Attackers often test stolen data quietly before making bigger moves.

7) Secure the email linked to your Grubhub account

Your email account is the key to password resets. Change that password and enable two-factor authentication if it is not already on. If attackers control your email, they can regain access even after you change other passwords.

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8) Stay alert for delayed scams tied to the breach

Breach data is often reused weeks or months later. Phishing attempts may appear long after headlines fade. Treat any future messages claiming to reference Grubhub support, refunds or account issues with extra caution.

These steps will not undo a breach, but they can limit how attackers exploit stolen information and reduce your risk going forward.

FIBER BROADBAND GIANT INVESTIGATES BREACH AFFECTING 1M USERS

Sources tell BleepingComputer the Grubhub breach is tied to extortion demands involving allegedly stolen customer support data. (Gabby Jones/Bloomberg via Getty Images)

Kurt’s key takeaways

Grubhub’s confirmation puts an official stamp on what sources have warned about for weeks. While the company says sensitive data was not affected, unanswered questions remain. As extortion-driven breaches rise, transparency and rapid credential rotation matter more than ever. What stands out most is how past compromises continue to create new risks. When access tokens live too long, attackers do not need to break in again. They simply walk back through an open door.

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If companies stay quiet after breaches, how can customers know when it is time to protect themselves? Let us know by writing to us at Cyberguy.com.

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Copyright 2026 CyberGuy.com. All rights reserved.

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TikTok is still down, here are all the latest updates

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TikTok is still down, here are all the latest updates

Starting early Sunday morning, TikTok’s now under new ownership US arm started breaking down just a couple of days after Oracle & Co took the reins. Its For You page algorithm is suddenly unreliable, while features like comments are failing to load or loading slowly, and publishing new videos seems nearly impossible for many people.

Rumors of censorship targeting anti-ICE protesting or attempting to block discussion of Jeffrey Epstein appear to be misguided (even the governor of California is resharing misinformation now), with problems blocking traffic to all kinds of videos and messages on the service through Monday night.

Read on below for the latest updates about the ongoing TikTok problems.

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Technology

Malicious Google Chrome extensions hijack accounts

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Malicious Google Chrome extensions hijack accounts

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Cybersecurity researchers have uncovered a serious threat hiding inside Google Chrome. 

Several browser extensions pretend to be helpful tools. In reality, they quietly take over user accounts. These extensions impersonate popular human resources and business platforms such as Workday, NetSuite and SAP SuccessFactors. Once installed, they can steal login data and block security controls designed to protect users.

Many people who installed them had no warning signs that anything was wrong.

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WHY CLICKING THE WRONG COPILOT LINK COULD PUT YOUR DATA AT RISK

Cybersecurity researchers warn that fake Google Chrome extensions are silently hijacking user accounts by stealing login data and bypassing security protections. (Bildquelle/ullstein bild via Getty Images)

The fake Chrome extensions to watch out for

Security researchers from Socket’s Threat Research Team identified five malicious Chrome extensions connected to this campaign. The add-ons were marketed as productivity or security tools, but were designed to hijack accounts.

The extensions include:

  • DataByCloud Access
  • Tool Access 11
  • DataByCloud 1
  • DataByCloud 2
  • Software Access

We reached out to Google, and a spokesperson told CyberGuy that the extensions are no longer available on the Chrome Web Store. However, some are still available on third-party software download sites, which continues to pose a risk. If you see any of these names installed in your browser, remove them immediately.

Why malicious Chrome extensions look legitimate

These malicious add-ons are designed to look legitimate. They use professional names, polished dashboards and business-focused descriptions. Some claim to offer faster access to workplace tools. Others say they restrict user actions to protect company accounts. Privacy policies often promise that no personal data is collected. For people juggling daily work tasks or managing business accounts, the pitch sounds helpful rather than suspicious.

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What these extensions actually do

After installation, the extensions operate silently in the background. They steal session cookies, which are small pieces of data that tell websites you are already logged in. When attackers get these cookies, they can access accounts without a password. At the same time, some extensions block access to security pages. Users may be unable to change passwords, disable accounts or review login history. One extension even allows criminals to insert stolen login sessions into another browser. That lets them sign in instantly as the victim.

Why malicious Chrome extensions are so dangerous

This attack goes beyond stealing credentials. It removes the ability to respond. Security teams may detect unusual activity, but cannot fix it through normal controls. Password changes fail. Account settings disappear. Two-factor authentication tools become unreachable. As a result, attackers can maintain access for long periods without being stopped.

How to check for these extensions on your computer

If you use Google Chrome, review your extensions now. The process only takes a few minutes.

  • Open Google Chrome
  • Click the three-dot menu in the top right corner
  • Select Extensions, then choose Manage Extensions
  • Review every extension listed

Look for unfamiliar names, especially those claiming to offer access to HR platforms or business tools.

WEB SKIMMING ATTACKS TARGET MAJOR PAYMENT NETWORKS

Malicious Chrome add-ons disguised as productivity tools targeted users of popular business platforms like Workday, NetSuite and SAP SuccessFactors. (Photo by S3studio/Getty Images)

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How to remove suspicious Chrome extensions

If you find one of these extensions, remove it immediately.

  • Open Manage Extensions in Chrome
  • Find the suspicious extension
  • Click Remove
  • Confirm when prompted

Restart your browser after removal to ensure the extension is fully disabled. If Chrome sync is enabled, repeat these steps on all synced devices before turning sync back on.

What to do after removing the extension

Removal is only the first step. Change passwords for any accounts accessed while the extension was installed. Use a different browser or device if possible.

A password manager can help you create strong, unique passwords for each account and store them securely. This reduces the risk of reused passwords being exploited again.

Next, see if your email has been exposed in past breaches. Our No. 1 password manager pick includes a built-in breach scanner that checks whether your email address or passwords have appeared in known leaks. If you discover a match, immediately change any reused passwords and secure those accounts with new, unique credentials.

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Check out the best expert-reviewed password managers of 2026 at Cyberguy.com.

Finally, review account activity for unfamiliar logins, locations or devices and be sure to follow the steps below to stay safe moving forward.

Ways to stay safe going forward

Simple habits can significantly reduce your risk.

1) Limit browser extensions

Only install extensions you truly need. The fewer extensions you use, the smaller your attack surface becomes.

2) Be cautious with add-ons

Avoid extensions that promise premium access or special tools for enterprise platforms. Legitimate companies rarely require browser add-ons for account access.

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3) Check permissions carefully

Be wary of extensions that request access to cookies, browsing data or account management. These permissions can be abused to hijack sessions.

4) Review extensions regularly

Check your browser every few months and remove tools you no longer use or recognize.

WHATSAPP WEB MALWARE SPREADS BANKING TROJAN AUTOMATICALLY

Several fake browser extensions were removed from the Chrome Web Store after researchers linked them to account takeover attacks. (Photo Illustration by Serene Lee/SOPA Images/LightRocket via Getty Images)

5) Use strong antivirus software

Strong antivirus software can help detect malicious extensions, block suspicious behavior and alert you to browser-based threats before damage occurs.

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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.

6) Consider a data removal service

If your work or personal information has been exposed, a data removal service can help reduce your digital footprint by removing your details from data broker sites. This lowers the risk of follow-up scams or identity misuse.

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.

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

7) Avoid third-party download sites

Do not reinstall extensions from third-party websites, even if they claim to offer the same features. These sites often host outdated or malicious versions.

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Kurt’s key takeaways

Browser extensions can be useful, but this research shows how easily they can also be abused. These fake Chrome add-ons did not rely on flashy tricks or obvious warnings. They blended in, looked professional and quietly did their damage in the background. The good news is that you do not need to be a tech expert to protect yourself. Taking a few minutes to review your extensions, remove anything unfamiliar and lock down your accounts can make a real difference. Small habits, repeated regularly, go a long way in reducing risk. If there is one takeaway here, it is this: convenience should never come at the cost of security. A clean browser and strong account protections give you back control.

How many browser extensions do you have installed right now that you have never looked at twice? Let us know by writing to us at Cyberguy.com.

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Get my best tech tips, urgent security alerts  and exclusive deals delivered straight to your inbox. Plus, you’ll get instant access to my Ultimate Scam Survival Guide – free when you join my CYBERGUY.COM newsletter.

Copyright 2026 CyberGuy.com. All rights reserved.

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