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Sheriff’s office tests America’s first self-driving police SUV

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Sheriff’s office tests America’s first self-driving police SUV

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The Miami-Dade Sheriff’s Office recently announced a bold experiment that could redefine the future of law enforcement. The department introduced the Police Unmanned Ground Vehicle Patrol Partner, or PUG, which it claims is America’s first fully autonomous patrol vehicle. 

Developed with the nonprofit Policing Lab and Perrone Robotics, the SUV can drive itself, detect suspicious activity through artificial intelligence-powered cameras and even deploy drones for aerial surveillance.

According to the Sheriff’s Office, the year-long pilot program is designed to explore how advanced technology can improve public safety, extend deputy resources and increase efficiency. The vehicle will initially operate on predetermined patrol routes and will have a deputy seated in the front during testing. Sheriff Rosie Cordero Stutz called it a way to “set the standard for what will be the future of law enforcement in this country.”

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AI-powered sensors and drones provide officers with real-time awareness as the community observes this new approach. (Matias J. Ocner/Miami Herald/Tribune News Service)

Inside the Police Unmanned Ground Patrol Partner 

The PUG Patrol Partner is packed with high-tech features. It integrates with police databases, license plate readers and crime analytics software in real time. Its 360-degree cameras and thermal imaging sensors allow it to identify people or vehicles in restricted areas, even in low-light conditions. The vehicle can also launch drones equipped with thermal cameras to monitor larger areas or assist in active incidents.

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A community tablet installed on the PUG lets residents interact with the vehicle and offer feedback during public events. This interactive component is a way to bridge the gap between technology and trust, helping people understand how the system works while giving them a voice in shaping its use.

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Miami-Dade’s new autonomous patrol vehicle begins its first trial run and offers a look at the future of modern policing. (Eva Marie Uzcategui/Bloomberg)

Why the PUG matters

The PUG represents a new approach to community safety. Advocates call it a “force multiplier” that automates routine patrols, increases situational awareness and frees deputies to focus on complex human interactions. The Miami-Dade Sheriff’s Office sees it as a partner, not a replacement, for human officers.

Still, questions remain about privacy, data collection and long-term costs. Although the first unit was donated, future vehicles could cost between $150,000 and $200,000 each. The trial period will measure the vehicle’s impact on response times, deterrence, officer safety and public confidence. If the results are positive, Miami-Dade could become a national model for autonomous policing.

What begins in Miami-Dade today could soon expand across the country and reshape how safety and surveillance work together. (Giorgio Viera/AFP)

What this means to you

For people in Miami-Dade County, the arrival of the PUG could reshape how everyday policing looks and feels. You may soon see the self-driving vehicle patrolling neighborhoods, monitoring events and collecting information through its network of cameras and sensors. Its AI systems can process and respond to situations faster than human officers, raising new questions about transparency, accountability and how data from public spaces will be managed.

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However, this project reaches far beyond Miami-Dade. Other law enforcement agencies are paying close attention to see whether the program succeeds. If it performs well, similar vehicles could begin appearing in major cities across the country. Communities from coast to coast may soon face the same discussions about safety, surveillance and trust that Miami residents are having today. People will need to decide what balance they want between innovation and privacy and how technology should support public safety.

As the pilot continues, community participation will matter more than ever. Residents, civic leaders and advocacy groups can shape how this technology develops by speaking up about clear rules, fair data use and transparency. The results from Miami-Dade could influence how police departments nationwide use automation in the years ahead. This is a moment to pay attention, ask questions and help guide the direction of modern policing before it becomes standard practice everywhere.

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Kurt’s key takeaways

The debut of the autonomous patrol vehicle marks a milestone in American law enforcement. It blends innovation with controversy, hope with hesitation. Supporters believe it can enhance safety and efficiency, while critics worry about surveillance overreach and cost. The truth will emerge over the next year as data and public feedback shape the path forward. Change has arrived on four wheels, powered by code and cameras. The question is whether society will guide that change responsibly or let technology take the wheel.

Are you ready for a self-driving police SUV patrolling your neighborhood, or does the idea of robotic law enforcement cross the line for you? Let us know by writing to us at Cyberguy.com.

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Google Chrome is coming to Arm-powered Linux devices later this year

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Google Chrome is coming to Arm-powered Linux devices later this year

Why Arm + Linux now? In a blog post, Google only says that it “addresses the growing demand for a browsing experience that combines the benefits of the open-source Chromium project with the Google ecosystem of apps and features.” What we’re left wondering is whether Google’s talking about existing demand, or demand yet to come.

There’s certainly a growing demand for Linux. Some Verge editors have begun to ditch Windows with varying degrees of success. But those are our x86 desktops — there isn’t a lot of consumer-facing Linux on Arm chips, unless you count all the Linux-based Android phones out there. You can buy Linux on laptops from Dell, Lenovo, Framework, and such, but again, they use x86 chips. (And if you’re not a consumer, there’s already Chromium.)

But three of the companies that actually build Arm processors — Qualcomm, Nvidia, and Mediatek — may look to Linux as they try to compete with the Windows/Intel/AMD incumbents. Qualcomm told me in January that it sees “a lot of interest on other operating systems” beyond Windows for its PC-grade Arm chips. Nvidia could reveal its N1 and N1X processors for Arm laptops as soon as next week at its GTC 2026 developer conference.

While those Nvidia laptops might get announced with Windows, it wouldn’t be surprising if they targeted Linux too, once the basics like Chrome are sorted out. Google’s blog post specifically namedrops Nvidia’s DGX Spark as a target for Chrome — those $4,000+ beefy micro AI desktops, sold by a wide array of the company’s partners, also run Linux on Arm. Google says it’s putting Chrome into Nvidia’s package manager to make installation easier; everyone else will have to go to chrome.com/download when the browser arrives in Q2.

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Tax scams through the years and what to know this year

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Tax scams through the years and what to know this year

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Tax scams rarely stay the same for long. Each filing season brings new tactics designed to trick taxpayers into revealing personal information or claiming refunds they are not entitled to receive. In recent years, fraud tied to unemployment systems, stimulus payments and identity theft caught many taxpayers by surprise. Some people did not discover the problem until their legitimate tax return was rejected, or unexpected tax forms arrived in the mail.

Two years later, promoters marketed confusing credits such as the Employee Retention Credit to businesses that did not qualify, collecting fees to file improper claims. By 2025, misleading guidance spread widely on social media, encouraging taxpayers to misuse forms like 4136 or modify wage information through consumer tax software.

Each of these scams relies on confusion around tax rules and filing systems. Understanding how they work can help you spot red flags before submitting your return this year.

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IRS WARNS TAXPAYERS OF NEW MAILING REFUND SCAM
 

Tax scams have evolved from unemployment fraud to social media “tax hacks,” with the IRS warning of new threats for the 2026 filing season. (Michael Bocchieri/Getty Images)

2021 tax scams: Unemployment fraud and stimulus payment theft

In 2021, identity theft linked to unemployment programs created widespread tax problems. Criminals used stolen Social Security numbers to file benefit claims through state systems. Because unemployment income is taxable, Form 1099-G notices were sent to victims for payments they never received. The IRS advised taxpayers not to report fraudulent income and to contact the issuing state agency to correct the records.

Stimulus payments were also targeted. Scammers filed early tax returns using stolen personal data to claim Recovery Rebate Credits or redirect refunds. When legitimate filers later submitted their returns, some were rejected because a return tied to their Social Security number had already been processed. Federal agencies, including the FBI, warned of high levels of unemployment fraud during this period. The IRS also encouraged taxpayers to sign up for an Identity Protection PIN, which adds an extra layer of verification when filing.

Worried your SSN may have been stolen? Many tax fraud cases begin with data pulled from breaches. You can run a free scan with our top Identity Theft Protection pick to check whether your information appears in known data-leak records. The scan looks for matches tied to your email address and shows the results in real time. See my tips and best picks on Best Identity Theft Protection at Cyberguy.com.

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2023 tax scam warning: Ghost preparers filing fraudulent returns

The IRS later flagged a rise in returns prepared by so-called ghost preparers. These individuals charge fees to prepare tax returns but refuse to sign them or include a valid Preparer Tax Identification Number. Under federal tax rules, anyone paid to prepare a return must sign it. When a preparer does not, the taxpayer, not the preparer, remains responsible for the filing.

In many flagged cases, ghost preparers inflated tax credits, fabricated income figures or altered withholding amounts to generate larger refunds. Some charged fees based on the size of the refund, which created an incentive to push questionable claims rather than follow tax rules.

2025 tax scams: Social media tax ‘hacks’ and improper filings

By 2025, misleading tax advice began circulating widely on short-form video platforms and social media. Some posts encouraged people to file Form 4136 to claim a fuel tax credit for gasoline used in personal vehicles. The IRS says this credit applies only to certain business and off-highway uses, not everyday driving. Filing the form improperly can trigger an IRS review.

Other posts instructed taxpayers to modify wage or withholding numbers inside consumer tax software to inflate refund amounts. The IRS has repeatedly warned that taxpayers remain responsible for the accuracy of their returns, regardless of where the advice originated. Filing incorrect income information or claiming unsupported credits can delay refunds and potentially lead to penalties. 

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Identity theft and fraudulent tax filings remain top concerns for the Internal Revenue Service as criminals exploit confusion around credits and filing rules. (Andrew Harrer/Bloomberg via Getty Images)

2026 IRS warning: Tax scams expected this filing season

The IRS recently released its 2026 “Dirty Dozen” list of tax scams it expects to circulate during the filing season. Phishing and text message scams remain among the most common threats. Scammers often impersonate the IRS or tax software companies and claim there is a refund issue or account problem in an attempt to collect Social Security numbers, bank details or login credentials.

The agency emphasizes that it does not initiate contact through email, text messages or social media to request sensitive information. The 2026 list also includes ghost preparers and misleading tax advice shared online, including content that pushes improper credit claims. Identity theft refund fraud remains part of the enforcement picture, with criminals filing returns using stolen data before legitimate taxpayers do.

How to protect yourself from tax scams

A few simple habits can reduce your risk during filing season.

1) Monitor your personal data and credit activity

Identity theft refund fraud remains a major concern. Criminals sometimes file tax returns using stolen personal information before the legitimate taxpayer submits theirs. Because many tax fraud cases begin with personal data exposed in breaches, keeping track of where your information appears online can help you catch warning signs earlier. 

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Identity theft services scan known data breach records for matches tied to your email address, Social Security number and other identifiers.

These services also monitor credit files across the three major U.S. credit bureaus and alert you to new accounts, hard inquiries or other changes to your credit report. If suspicious activity appears, members receive real-time alerts as soon as it is detected.

See my tips and best picks on Best Identity Theft Protection at Cyberguy.com.

2) Work only with legitimate tax preparers

Anyone paid to prepare a tax return must sign it and include a valid Preparer Tax Identification Number. Avoid preparers who promise unusually large refunds or refuse to sign your return.

3) Ignore unexpected IRS messages

The IRS does not contact taxpayers through email, text messages or social media to request personal information. Messages claiming to be from the IRS asking for sensitive data are usually scams.

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AVERAGE TAX REFUND TOPS $3,700 MIDWAY THROUGH FILING SEASON, TREASURY SAYS
 

From stimulus payment theft to ghost preparers, taxpayers face shifting fraud tactics each year during tax season. (John Moore/Getty Images)

4) File your return early

Identity thieves often attempt to file fraudulent tax returns before the real taxpayer does. Filing earlier in the season can reduce that risk.

5) Consider an IRS Identity Protection PIN

This six-digit code adds an extra layer of security to your tax return. Without it, criminals cannot file a return using your Social Security number.

What to do if someone files a tax return in your name

If the IRS rejects your return because one has already been filed using your Social Security number, you may need to complete IRS Form 14039, Identity Theft Affidavit. The IRS may also require identity verification before processing your return. In some cases, affected taxpayers must submit a paper return while the agency investigates the suspected fraud.

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Kurt’s key takeaways

Tax scams change every year, but the pattern stays the same. Criminals look for confusion around tax rules, new programs or trending online advice and use that uncertainty to push fraudulent claims or steal personal information. The best protection is slowing down before you file. Verify tax advice through trusted sources such as the IRS, work only with legitimate tax preparers and keep a close eye on your personal data and credit activity. A little caution during filing season can help prevent months of headaches if your return gets flagged for fraud.

Have you ever received a suspicious tax message, questionable filing advice online or discovered a tax return filed in your name? Let us know by writing to us at Cyberguy.com.

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Gemini’s task automation is here and it’s wild

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Gemini’s task automation is here and it’s wild

A couple of weeks ago, Google and Samsung announced a big Gemini development coming to their newest devices: task automation. Starting with food delivery and rideshare apps, Gemini would be able to use certain apps on your behalf in a virtual window to take care of things like ordering dinner or getting a car to the airport — all based on simple prompts. You know, all the stuff that we’ve been promised for years AI assistants will be able to do. That feature wasn’t live when I first started testing the S26 Ultra, but it just arrived in beta as part of an update. And boy is it weird watching your phone use itself!

The first prompt I gave it was pretty simple: order an Uber to the airport. Gemini asked for clarification to determine which airport (a good question to ask!), then it went through a couple of steps on its own: adding the destination and opting to skip the step where you specify your airline, which doesn’t really matter at my local airport since it’s all in one terminal. As promised, the system stopped before the final step and prompted me to review the details before putting in the request for a car.

A vague and slightly more complicated request to order a coffee and a croissant required a little more input from me — and a lot of time on Gemini’s part scrolling through Starbucks’ hot drink options — but sure enough, it found the flat white on the menu. It also confronted a crucial decision: order the chocolate croissant warmed, or straight out of the pastry case? Without my input, it specified (correctly) that the pastry should be warmed. Pretty impressive for an assistant that just a year ago would argue with me over the details of a flight on my calendar.

I’ve got much more testing to do with this automation feature and I plan to spend the next few days throwing it some curveballs. Still, it’s impressive to see this feature out in the wild working as intended — so far, at least.

Photography by Allison Johnson / The Verge

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