Facial recognition jails innocent grandmother, attorney says

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Angela Lipps says she had ne'er been to North Dakota. She says she had ne'er moreover been connected an airplane. That didn't extremity nan U.S. marshals from showing up astatine her location successful Tennessee and arresting her.

Lipps, a 50-year-old grandma of 5 from Elizabethton, Tennessee, was taken into custody successful July 2025 successful relationship pinch a slope fraud lawsuit much than 1,000 miles distant successful Fargo, North Dakota. She was not released until astir Christmas Eve, meaning she spent much than 5 months successful custody earlier nan lawsuit was dismissed.

Investigators had utilized facial nickname package to comparison surveillance images from nan slope fraud lawsuit pinch photos of Lipps from her driver's licence and societal media. The result, according to her defense attorney, was a lawsuit that ne'er should person gone this far.  

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HOW SURVEILLANCE TECH LED POLICE TO ACCUSE THE WRONG PERSON

Mugshot of Angela Lipps

A Tennessee grandma says a facial nickname lucifer helped lead to her apprehension successful a North Dakota slope fraud case. (Fargo Police Department)

How facial nickname led constabulary to Angela Lipps

The lawsuit began pinch slope fraud reports successful Fargo and adjacent West Fargo. Police were looking for a fishy who allegedly utilized a mendacious subject ID to return money from accounts.

Detectives reviewed surveillance footage and utilized facial nickname technology to hunt for a imaginable match. Then-Fargo Police Chief Dave Zibolski has described nan instrumentality arsenic "an AI usability done nan North Dakota State Intelligence Center."

Jay Greenwood, nan Fargo defense lawyer appointed to correspond Lipps, joined our "CyberGuy Report" podcast astatine CyberGuyPodcast.com to explicate really a facial nickname lead helped group nan lawsuit successful motion. His informing was simple: constabulary tin usage facial nickname arsenic a tool, but they still request to verify what nan exertion claims. Greenwood said nan images utilized successful nan lawsuit were not precisely crystal clear.

"They had information footage of immoderate terribly placed information cameras from above," Greenwood said. "And they had a mates of still images, mediocre still images from these cameras that they sent to a institution to do facial recognition."

That hunt pointed investigators to Lipps. Greenwood said detectives past looked astatine her societal media pages and moved guardant pinch nan case. "They did not do immoderate different investigation anterior to her apprehension successful bringing her to North Dakota," Greenwood said. Police past sought an apprehension warrant. Lipps was arrested successful Carter County, Tennessee, and held arsenic a fugitive from justice.

Grandmother arrested astatine gunpoint while babysitting

Lipps says U.S. marshals arrested her astatine gunpoint while she was babysitting young children. She was taken to a section jailhouse successful Elizabethton, Tennessee, while she waited to beryllium extradited to North Dakota.

Greenwood said Lipps told authorities from nan opening that she had ne'er been to North Dakota. "She told them I'd ne'er been to North Dakota. I've ne'er been connected an airplane," Greenwood said. "She really doesn't time off nan 100 to 200 mile radius of Elizabethton ever."

Still, Lipps remained successful jailhouse for months. Fargo Police Chief Travis Stefonowicz told CyberGuy that nan department's reappraisal recovered Lipps was arrested successful Tennessee connected July 14, 2025, and held connected a probation violation.

"Tennessee authorities notified nan Cass County Sheriff's Office connected October 20, 2025, that Ms. Lipps had a waiver of extradition to North Dakota and was disposable for carrier to nan Cass County Jail," Stefonowicz said.

Stefonowicz said Fargo Police could not find from disposable accusation why Lipps remained successful Tennessee custody for arsenic agelong arsenic she did earlier being transported to North Dakota.

"We person been incapable to find based connected disposable accusation if nan magnitude of clip Ms. Lipps was successful jailhouse successful Tennessee earlier being transported to North Dakota was owed to serving clip for a probation usurpation aliases if it was because she fought extradition," Stefonowicz said.

Greenwood said she fought extradition and waited successful Tennessee earlier she was taken to North Dakota astir Halloween. "Gave her her first ever level ticket, ever level ride," Greenwood said. "And she spent it successful custody, flying to North Dakota."

A female who says she had ne'er flown earlier sewage her first level thrust successful custody, headed to conflict charges successful a authorities she says she had ne'er visited.

Fargo constabulary respond to facial nickname concerns

Stefonowicz was appointed interim main connected March 30 aft erstwhile Chief Dave Zibolski retired connected March 27. Fargo Police said Zibolski's status was family-related and unrelated to this case. Stefonowicz was officially selected arsenic Fargo's adjacent constabulary main during nan Fargo City Commission gathering connected May 11.

In a connection to CyberGuy, Stefonowicz said nan apprehension warrant reflected that prosecutors and a judge had recovered probable cause.

"The Fargo Police Department takes nan civilian authorities and owed process of each individuals progressive successful our investigations very seriously. Regarding nan lawsuit of Ms. Lipps, nan issuance of an apprehension warrant indicated that nan Cass County State's Attorney and a judge wished probable origin existed for nan charges," Stefonowicz said.

He said nan charges were dismissed without prejudice, meaning they could beryllium refiled if further investigation supports doing so.

"This remains an ongoing investigation, and we are still moving to verify and corroborate accusation to determine, definitively, who was and was not progressive successful this location equity indebtedness slope fraud scheme," Stefonowicz said.

Fargo Police besides clarified that nan section does not ain facial nickname technology aliases statement straight pinch vendors that supply it.

"However, location are authorities and nationalist rule enforcement intelligence centers that incorporated facial nickname exertion and are utilized by agencies crossed nan country, including successful our state," Stefonowicz said. "On occasion, FPD investigators whitethorn taxable inquiries to those intelligence centers, successful bid to thief make leads done facial nickname for imaginable suspects aliases persons of liking successful section investigations."

That consequence adds an important caveat. Lipps' defense says she was wrongly accused and later cleared by basal records. Fargo Police says nan lawsuit remains unfastened and investigators are still trying to find who was involved.

How Fargo constabulary opportunity facial nickname was used

Fargo Police besides clarified that nan section does not ain facial nickname exertion aliases statement straight pinch vendors that supply it.

"However, location are authorities and nationalist rule enforcement intelligence centers that incorporated facial nickname exertion and are utilized by agencies crossed nan country, including successful our state," Stefonowicz said. "On occasion, FPD investigators whitethorn taxable inquiries to those intelligence centers, successful bid to thief make leads done facial nickname for imaginable suspects aliases persons of liking successful section investigations."

That favoritism matters. Fargo Police says it does not tally facial nickname in-house, but investigators whitethorn still usage extracurricular intelligence centers to make leads. That puts nan attraction backmost connected what guardrails beryllium earlier those leads support an arrest. 

AMAZON ADDS CONTROVERSIAL AI FACIAL RECOGNITION TO RING

A Flock camera mounted outdoors pinch trees successful nan background

Lipps says she mislaid her home, car, estimation and canine aft spending months down bars successful a lawsuit tied to facial nickname technology. (Antranik Tavitian/Bloomberg via Getty Images)

Basic records helped clear Angela Lipps

Once Greenwood sewage involved, he started looking for impervious of wherever Lipps had been during nan alleged slope fraud. The reply came from mundane records. Her family sent slope records showing activity adjacent her location successful Tennessee during nan aforesaid play Fargo authorities claimed she was successful North Dakota.

The records showed her depositing Social Security checks and making section purchases. "She was successful Elizabethton and nan surrounding communities depositing her Social Security checks," Greenwood said. "Buying Ubers, cigarettes, gas, each that stuff."

Greenwood said he forwarded nan records to nan state's attorney. After a constabulary interview, nan lawsuit was dismissed. Lipps was released connected Christmas Eve.

Fargo Police gave CyberGuy a much elaborate timeline. Stefonowicz said Lipps made her first tribunal quality successful North Dakota connected Oct. 31, 2025, but nan detective assigned to nan lawsuit did not study she was successful custody successful North Dakota until Dec. 5.

"Because she had ineligible representation, lawyer consent was required earlier our detectives could question and reply her," Stefonowicz said. "An question and reply was first granted by Ms. Lipps's defense lawyer connected December 19, 2025."

After that interview, Stefonowicz said Fargo Police wished that further investigation was needed.

"On December 23, 2025, nan FPD detective, nan Cass County State's Attorney and nan presiding judge mutually agreed to disregard nan charges without prejudice to let for further investigation," Stefonowicz said. "Ms. Lipps was subsequently released from nan Cass County Jail connected December 24, 2025."

By then, she says nan harm was already done. She says she mislaid her home, her car, her estimation and her canine while she was locked up.

Fargo constabulary adopted a facial nickname policy

Fargo Police said it conducted a broad soul reappraisal aft nan case. Stefonowicz said erstwhile Chief Dave Zibolski addressed nan investigation astatine a March 24 news conference.

"With respect to this case, we person conducted a broad soul review," Stefonowicz said. "During a news convention connected March 24, erstwhile Chief of Police Dave Zibolski addressed areas wherever our first investigation could person been much complete and emphasized that further activity is required to afloat understand who was and was not progressive successful this scheme."

Fargo Police has since adopted a general facial nickname exertion policy. Stefonowicz said nan section did not antecedently person a standalone argumentation because Fargo Police does not behaviour facial nickname analysis, supply that work to different agencies aliases support in-house facial nickname technology.

"We person since adopted a general argumentation for facial nickname exertion (FRT) usage for our agency," Stefonowicz said.

He said nan lawsuit prompted Fargo Police activity to revisit that approach.

"This lawsuit has prompted FPD activity to re-evaluate that attack related to having a circumstantial FRT policy," Stefonowicz said. "FPD Policy 610, which formally establishes parameters and expectations for nan usage of FRT, was published arsenic of Wednesday, March 25."

That argumentation alteration matters because it shows nan lawsuit prompted Fargo Police to formalize really investigators whitethorn usage facial nickname leads, moreover erstwhile nan section does not tally nan exertion itself.

Why facial nickname mistakes are truthful dangerous

Facial nickname tin thief make leads. However, critics pass that it tin besides nutrient mendacious matches, particularly erstwhile image value is mediocre aliases nan strategy compares faces against monolithic databases.

Some systems propulsion from nationalist photos online, including societal media images and different public-facing photos. That intends galore group whitethorn look successful hunt databases without realizing it.

Greenwood said constabulary request to dainty nan exertion arsenic 1 investigative tool, not a shortcut astir basal detective work.

"I've told galore people, like, it's a tool," Greenwood said. "It should beryllium 1 of nan devices that rule enforcement tin use."

Then he explained what needs to hap next. "They've sewage to study to usage nan different devices to verify what they're being told by this machine," Greenwood said.

That is nan cardinal issue. A facial nickname deed should push investigators to inquire much questions. It should ne'er extremity nan conversation.

Other facial nickname wrongful apprehension cases

Angela Lipps is not nan first personification to opportunity facial nickname helped put them successful handcuffs. Other cases person progressive group wrongfully arrested aft package produced a mistaken match. Civil liberties groups person besides warned that facial nickname systems tin execute worse connected immoderate groups, including darker-skinned men and women. 

That raises a superior mobility for each constabulary section utilizing this technology. What safeguards beryllium earlier a personification gets arrested? A bad lucifer connected a surface tin move into a hunt warrant and jailhouse time. For Lipps, that consequence became painfully real.

9 ONLINE PRIVACY RISKS YOU PROBABLY DON’T KNOW ABOUT 

Angela Lipps' mugshot pictured adjacent to a national courthouse.

The Federal Building and U.S. Courthouse successful Fargo, North Dakota, is pictured adjacent to Angela Lipps' mugshot. Lipps, a Tennessee grandmother, says she spent much than 5 months successful custody aft facial nickname linked her to a North Dakota slope fraud case. (Carol M. Highsmith/Buyenlarge via Getty Images / Fargo Police Department)

Ways to enactment safe from facial nickname mistakes

Most group will ne'er look thing for illustration this. Still, nan Lipps lawsuit shows really your integer footprint tin follow you successful ways you whitethorn ne'er expect.

1) Say thing until you speak pinch a lawyer

If rule enforcement contacts you astir thing you did not do, do not effort to talk your measurement retired of it. Stay calm and inquire for an attorney. Even guiltless group tin opportunity thing that gets misunderstood.

2) Keep records that show wherever you were

Bank transactions, receipts, phone location records, activity schedules and aesculapian appointments tin thief found wherever you were connected a definite date. You do not request to way each infinitesimal of your life. However, basal integer records tin thief if a superior correction ever happens.

3) Review your nationalist photos online

Check what photos you station publicly. Also, look astatine tagged photos from friends and family. Your look tin look online moreover erstwhile you did not station nan image yourself.

4) Remove individual accusation from information agent sites

Data agent sites cod and waste individual details. A data removal work tin help region your accusation from these databases. You tin besides do it manually, but it takes time, and nan accusation tin reappear. Check retired my apical picks for information removal services and get a free scan to find retired if your individual accusation is already retired connected nan web by visiting CyberGuy.com.

5) Ask constabulary and lawmakers astir constabulary AI rules

Your metropolis aliases authorities whitethorn already usage facial nickname tools. Ask what rules constabulary must travel earlier they usage an AI lucifer successful a criminal case. At a minimum, departments should require independent grounds earlier an arrest.

What facial nickname mistakes mean for you

AI tin thief investigators move faster, but velocity creates consequence erstwhile group skip basal steps. Police still request records, timelines and communal sense. Facial nickname tin make mistakes. It tin misread mediocre images. It tin constituent to nan incorrect person. And erstwhile that happens, nan consequences do not enactment connected a screen. They show up astatine someone's beforehand door.

Kurt's cardinal takeaways

This lawsuit should make each constabulary section pause. Facial nickname whitethorn thief find leads, but it should ne'er beryllium capable to upend someone's life. Angela Lipps says she mislaid months down bars for a crime she did not perpetrate successful a authorities she had ne'er visited. Her lawyer says basal records later helped beryllium she was successful Tennessee. That should person happened earlier spending months successful jail. Greenwood summed up nan lawsuit this way: "Ridiculous lawsuit ne'er should person happened." Technology tin thief constabulary lick crimes. But erstwhile a machine lucifer replaces existent detective work, guiltless group tin salary nan price. For nan afloat speech pinch Angela Lipps' defense lawyer and much connected really this lawsuit unfolded, perceive to nan "CyberGuy Report" podcast astatine CyberGuyPodcast.com.

If a facial nickname lucifer tin thief nonstop a grandma to jail, what guardrails should each constabulary section beryllium forced to travel earlier personification loses their freedom? Let america cognize by penning to america astatine CyberGuy.com.

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  • For simple, real-world ways to spot scams early and enactment protected, sojourn CyberGuy.com trusted by millions who watch CyberGuy connected TV daily.
  • Plus, you'll get instant entree to my Ultimate Scam Survival Guide free erstwhile you join.

Copyright 2026 CyberGuy.com. All authorities reserved.

Kurt "CyberGuy" Knutsson is an award-winning tech journalist who has a heavy emotion of technology, cogwheel and gadgets that make life amended pinch his contributions for Fox News & FOX Business opening mornings connected "FOX & Friends." Got a tech question? Get Kurt’s free CyberGuy Newsletter, stock your voice, a communicative thought aliases remark astatine CyberGuy.com.

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