Hackers Got Inside a Flock Camera. Its Data Shows How the System Really Works

Sep 17, 2026 9:22 PM

Karma1970

Views

75028

Likes

1553

Dislikes

10

Hackers ripped down a Flock camera above a roadway, made a near-complete copy of the data stored inside it, and shared the files with journalists, revealing in new detail how exactly Flock Safety’s cameras track the movements of both vehicles and people. The hackers tell 404 Media and WIRED they are also publishing details on how they managed to obtain the software, in the hopes that other people may copy them.

The breach provides an unprecedented look inside a system that Flock has described as protected by on-device encryption. The hackers were able to copy the camera’s storage and recover an encryption key stored on the device, which unlocked videos of thousands of vehicle detections. The hackers shared the material with 404 Media and the transparency nonprofit Distributed Denial of Secrets, which shared the data with WIRED. 404 Media and WIRED then analyzed those files as part of a joint investigation.

While much of the automatic license plate reader’s most sensitive storage remained encrypted and inaccessible, the joint analysis of the recovered data shows that software running on the device explicitly detects people as well as vehicles, license plates, and bicycles. The camera can produce dozens of images of a single passing vehicle and, according to several weeks of recovered logs, generated more than a million images. Its computer-vision software also sometimes isolated bumper stickers and other graphics, including, in one case, an American flag patch on a motorcyclist’s saddlebag.

The act of removing the camera and dumping its software shows that some people are not content with just destroying or removing the cameras. Across the country, multiple people have been arrested for allegedly tampering with or otherwise sabotaging Flock’s cameras. In response, some towns have announced that they are going to stop using Flock’s cameras altogether, and in one case, a police department even made a fake, 3D-printed Flock camera case in order to bait potential vandals.

Flock’s cameras photograph passing vehicles and send the images and other data to the company’s servers. There, Flock’s system presumably reads the license plate and can identify characteristics such as the vehicle’s color, make, and model. Flock then makes these time-stamped records searchable by whichever local agency owns or has access to the cameras. But in many cases, Flock’s system also allows other police departments from all over the country to search those cameras too, as part of the company’s national network. In Alpharetta, Georgia, for example, WIRED found that records from the city’s Flock cameras were accessible to more than 2,000 agencies, including police departments, colleges, airports, and, inexplicably, the Office of Inspector General for the federal General Services Administration.

This national network has been a selling point for Flock but also a deep source of controversy. 404 Media revealed that local cops were performing lookups in the national network on behalf of Immigration and Customs Enforcement, including in areas that banned working with immigration authorities or transferring license plate data out of state. 404 Media also revealed that a cop in Texas searched Flock cameras nationwide for a woman who self-administered an abortion. Those stories, among others, triggered a national conversation about whether people want Flock cameras, or automatic license plate readers more generally, in their communities.

And in the case of stegan0gram, the answer is clearly no.

404 Media and WIRED analyzed the camera’s contents. The device’s processor is similar to those used in midrange smartphones, and it runs about 20 Flock-built apps that handle everything from detecting motion and taking pictures to classifying objects, uploading data, and receiving remote updates.

According to the code, when something moves into view, the camera takes a rapid series of photos. A typical passing vehicle generated about 28 images, though some produced more than 100. The camera uses different exposures to capture both the license plate and the wider scene, then scans the images, selects and crops useful frames, and sends them with other data to Flock over the cellular network. The camera itself does not appear to read the plate or identify the vehicle’s make, model, and color. That appears to happen on Flock’s servers.

To test what the software could actually see, WIRED extracted the models from the camera’s files and ran them against test images and footage recovered from the device. The models readily detected people, including a selfie of a reporter. WIRED then ran them across 27,321 short videoclips stored on the camera. The clips were MP4 files, each about one to two seconds long, recorded at 1,024 by 768 pixels without audio. They were separate from the rapid bursts of higher-resolution still images the camera also takes as vehicles pass. The models detected people in 11 of the clips, all of them riding motorcycles. The small number is likely due to the camera’s position above a roadway, pointed down at passing traffic where pedestrians were unlikely to appear.

The tests also showed how broadly the camera’s license plate detector could interpret what it saw. In some cases it mistook bumper stickers, dealership frames, and other graphics for license plates and cropped them out as if they were plates. In one video of a passing motorcycle, the detector cropped an American flag patch on the rider’s saddlebag as if it were a plate.

A Flock spokesperson said in a statement: “The unauthorized removal and tampering of a Flock camera is illegal.” When asked specifically about the encryption key stored on the camera, the company added, “Flock takes security seriously and maintains a public Vulnerability Disclosure Policy for security researchers to report potential vulnerabilities directly to us. We received no report through that process, and based on the limited information provided, we do not have enough detail to assess the claims being made. If the individuals identified legitimate vulnerabilities, we encourage them to submit their technical findings through our vulnerability reporting process so our security team can review them and take any appropriate action.”

One of the hackers said, “Being investigated is a legit concern and something we are trying to avoid. I'm sure our actions have attracted some attention as it is, but we are careful and try to keep a low profile.”

When the camera did restart, another service left a final message in the logs: “A reboot was requested! ¡Adiós, Amigos!”

In 2021, around the time of Pichardo’s training, Flock offered Pawtucket police a free 60-day pilot. Seventeen cameras went up around the city as part of a regional test that also included Cranston and Woonsocket, according to records reviewed by WIRED. The rollout quickly drew criticism. The ACLU of Rhode Island accused the department of installing the cameras surreptitiously, after the pilot began without prior public input or notice to the city council. Pawtucket chief of police Tina Goncalves later apologized, saying that the department would “work better in the future” to communicate with the city council.

The pilot ended later that year, and in May 2023 the local TV news reported that Pawtucket was not moving forward with the installation. Pichardo believed the idea was a dead letter.

Within months, Pichardo’s questions would set off a chain of events that, he says, ended his career in law enforcement. They would also eventually place him, somewhat improbably, at the center of a backlash against Flock that unites large factions of the American left and right.

After resigning, Pichardo spent months trying to remain in law enforcement. He applied to other police departments, private-security jobs, and campus police positions, including one at his alma mater, Salve Regina University. Some never responded. Others interviewed him before deciding not to move forward. An acquaintance who works in campus security at a local college eventually asked around and offered an explanation: "You're blackballed."

He found work instead as a caregiver for a person with intellectual and developmental disabilities.

Flock Safety’s latest search tools give police several ways to find people on camera, not just the license plates on their cars. The capabilities sit inside a suite of software now at the center of dozens of police stalking cases. WIRED collected and analyzed that software and created a mock-up of what officers see when interacting with the system.

Among the tools is an AI-powered watch list. An officer can cordon off an area of a city and make the cameras inside it run a continuous, automated search for anyone fitting a written description.

Experts who study automated screening and police technology say Flock has given its AI a job no technology does reliably. Flock’s system decides, out of sight of the department using it, which descriptions of a person an officer may search for—and no screen operating at that scale is accurate, the experts say. Further, nobody outside the company can measure how often it is wrong, or in which direction. This puts users in a bind: The company itself warns officers that results may be inaccurate or incomplete and should not be relied on alone but puts the “risk of any inaccuracies” on the officer running the search.

Some of those decisions experts find harder to defend than others. Flock’s system scores an officer’s written description against several categories of sensitive content, including race and religion, and “political, social, and cultural expression” is the only one that will not stop a search.

WIRED sent Flock a detailed description of each of its findings along with 16 questions. The company responded with a written statement saying its search tools are built to help police find relevant information “while maintaining clear safeguards around how the technology can be used.” Queries are evaluated against its content policies, it says. The statement does not describe how its AI model was built, what instructions it works from, or what separates one verdict from another.

Data flows in both directions. When the software flags a search, it sends Flock the language the officer used, the category and confidence score the model assigned it, and whatever the officer did next, whether continuing, dismissing, or disputing the warning. Flock’s statement does not address how long those records are kept, who inside the company can see them, and whether they are used to evaluate or improve the moderation system.

Police abusing investigative tools is not new. A 2016 Associated Press investigation found officers running database searches on exes and people they found attractive, with police employees at state agencies and dozens of the nation’s largest departments fired, suspended, or forced to resign, more than 325 times from 2013 through 2015. WIRED reported in 2023 that Immigration and Customs Enforcement employees and contractors had been investigated at least 414 times since 2016 for misusing sensitive government databases and found hundreds more allegations against Customs and Border Protection employees this year, among them officers who queried databases to track down women they wanted to date, monitor family members, and follow colleagues’ phones.

A police commander who oversees special investigations at a Southern California police department, and who requested anonymity because he’s not authorized to speak, says the possibility of abuse is not unique to Flock or surveillance technology. New technologies routinely create opportunities for both legitimate use and for misuse, he says. The real question is “whether the technology gets implemented with strong guardrails, active oversight, auditability, and consequences for any misuse.”

Sources:

Hackers Got Inside a Flock Camera. Its Data Shows How the System Really Works
https://www.wired.com/story/hackers-flock-camera-data-shows-how-system-works/

This Is Flock’s AI Search Tool for Cops
https://www.wired.com/story/flock-ai-search-user-interface/
https://public.flourish.studio/visualisation/30141059/?full

The Cop Who Took On Flock
https://www.wired.com/story/the-cop-who-took-on-flock/

Across US, police officers abuse confidential databases
https://apnews.com/general-news-699236946e3140659fff8a2362e16f43

ICE Records Reveal How Agents Abuse Access to Secret Data
https://www.wired.com/story/ice-agent-database-abuse-records/

CBP Workers Allegedly Used Government Databases to Spy on Exes, Crushes, and Colleagues
https://www.wired.com/story/cbp-workers-allegedly-used-government-databases-to-spy-on-exes-crushes-and-colleagues/

Collection of previous posts:
https://imgur.com/a/ayDHbed
-

a1

b1

c1

d1

e1

I was very happy to see my town has decided to end the contract with Flock.

4 days ago | Likes 4 Dislikes 0

okay, here's the thing about them saying "the camera's are incapable of doing facial recognition" is such fucking bad faith bullshit it's unreal that some people believe it. Sure, the cameras can't do any facial recognition on board the camera but they also can't do licence plate reading on board either because they are a capture peripheral part of a larger system. If the camera can recognize people it can sure as shit crop pictures to send them to the servers which can do facial recognition.

4 days ago | Likes 2 Dislikes 0

Solid post

4 days ago | Likes 4 Dislikes 0

But why do we need data centers? THAT IS WHY. Fucking criminals

4 days ago | Likes 11 Dislikes 0

"We received no report through that process"

Well, they're hardly going to tell you how they're doing it, are they?

4 days ago | Likes 34 Dislikes 1

Fascinating, thank you, just followed you to see what you find in the future.
Nothing good, I'm sure. Unfortunately. Also, you might be interested in this:
https://bsky.app/profile/latenightafa.bsky.social/post/3mq4c65inek2j

4 days ago | Likes 3 Dislikes 0

Thanks

4 days ago | Likes 2 Dislikes 0

Much security. Very safe.

4 days ago | Likes 5 Dislikes 1

Do they read QR codes?

4 days ago | Likes 6 Dislikes 0

You're gonna rickroll them, aren't you?

4 days ago | Likes 3 Dislikes 0

I'll say this again and again. Constant government surveillance is against the 4th amendment. If you are constantly under investigory searches they are breaking the law! Fuck these companies and the local governments who support them!

4 days ago | Likes 19 Dislikes 0

"A Flock spokesperson said in a statement: “The unauthorized removal and tampering of a Flock camera is illegal.”

Fuck you my man.

4 days ago | Likes 3 Dislikes 0

Honestly, I don’t really care how it works. I just prefer it didn’t work.

4 days ago | Likes 4 Dislikes 1

ffs, the decryption key was on device? I guess at least they're incompetent and evil.. rather than just evil..

4 days ago | Likes 5 Dislikes 0

Just leave your password on a sticky note on your monitor, why don't you?

3 days ago | Likes 1 Dislikes 0

I used to work as second and third line support in a bank, the amount of passwords on a post-it on the screen (or under the keyboard) was astounding. I reiterate. In. A. Bank...

2 days ago | Likes 2 Dislikes 0

So when can we count on a personal emp device that fries flock cameras?

4 days ago | Likes 3 Dislikes 0

Where Beijing relies on a centralized state apparatus, the United States has delegated global surveillance to private companies operating outside any strict constitutional framework.

4 days ago | Likes 5 Dislikes 0

amazing post - learned more details that i didn't know.

how is this done on imgr? how did you transfer the layout and everything? its great

4 days ago | Likes 4 Dislikes 1

I simply copy & paste text from articles & screenshot images from article as well. If there is video, I right click on the page & "View page source" & Control-F search for MP4 or M3U extensions (those are videos). I copy that media link & open in a new tab which usually plays the video & I can right click the video to save. If I am referencing multiple articles in one post, I try to build a cohesive narrative which shows one article supporting the other.

4 days ago | Likes 2 Dislikes 0

I sat on a Jury where flock cameras were used to identify a vehicle AND IT'S DRIVER enter town, drive to the area the crime was committed, leave that area and again identified the defendant as being the only person in the vehicle, drive to another location, then tracked the vehicle out of town. We were told by the prosecutor that the cameras can identify vehicle make, model, license plate, how many sometimes occupants depending on how clearly it can see them, ID people...

4 days ago | Likes 11 Dislikes 1

...if it has a clear enough look and they are in it's database due to a previous arrest or warrant, and even take notes on stickers, decals, logos or lettering on vehicles and update it's database if any of those features change the next time it sees that vehicle. Scary stuff

4 days ago | Likes 8 Dislikes 0

To make it scarier: Flock claims a 90-95% accuracy in perfect conditions (and has admitted in lawsuits that it's actually much worse than that). This is significantly worse than deterministic recognition systems that have existed for twenty years. And the accuracy paradox kicks in hard where once you cut away the irrelevant trivial cases it's actually well under a coin flip when it counts.

4 days ago | Likes 6 Dislikes 0

A cop can beat the shit out of their wife, kill an unarmed person, break the law in all sorts of ways, but the moment you make any complaint against the system, blow one whistle, and you are blacklisted for life.

7 hours ago | Likes 2 Dislikes 0

An extremely rare exception to the ACAB rule in Pinchardo.

4 days ago | Likes 4 Dislikes 0

He's not a cop anymore, they kicked him out, he's just a good man now.

They get rid of all the "good ones", that's why we continue to say ACAB.

4 days ago | Likes 4 Dislikes 0

Btw great post, thanks for the info! As a Canadian, I wonder what our government has been getting up to.

4 days ago | Likes 2 Dislikes 0

Keep your eyes open buddy.

4 days ago | Likes 2 Dislikes 0

Good point.

4 days ago | Likes 3 Dislikes 0

4 days ago | Likes 6 Dislikes 0

Death to Big Brother!!

1 day ago | Likes 2 Dislikes 0

"you're blackballed" - so much for changing the system from the inside, eh?

4 days ago | Likes 13 Dislikes 0

Exactly

4 days ago | Likes 4 Dislikes 0

A cop shows integrity and they put a kill code on his career nationwide, in their databases.

Dismantle the police. This is all the evidence you need. They are gangs. Terrorists. The governments fuckin SS at this point.

ACAB. Every. Single. Last. One. Because, good ones arent ALLOWED TO BE THERE.

4 days ago | Likes 14 Dislikes 0

You can be corrupt af, break laws, beat your wife, etc with no issue. Take any kind of stance for the people, blow one whistle on someone doing something illegal, and you are considered a traitor. Because they think its us vs them, people vs the existing power structure that the rich created and use the police to enforce.

7 hours ago | Likes 1 Dislikes 0

100%

4 days ago | Likes 7 Dislikes 0

I wonder how much storage they have.

2 days ago | Likes 2 Dislikes 0

So....are these same hackers going to help the public by creating a handy virus perhaps in a QR code imags that can be placed on a license plate or vehicle that will break the servers analyzing the images?

4 days ago | Likes 8 Dislikes 1

That's something that only happens in movies, so no.

4 days ago | Likes 5 Dislikes 0

Have you seen the news... Anything is possible

4 days ago | Likes 2 Dislikes 1

Not a programmer, but I know people who do, some of them professionally. And, while a lot of it is way over my head, it's taught me two important lessons:

1: Getting code to do something is WAY more complicated than anyone outside the field realizes. Even I can't really grasp it; I just see it is too big to grasp, from where I stand.
2: Code is not magical. It can NOT do everything. As much as they can do, there are limits.
So, I've learned never to take programming lightly.

4 days ago | Likes 1 Dislikes 0

I'm a software engineer with a bachelor's degree in cyber security. And I currently write software that uses facial recognition cameras. A Flock recruiter literally approached me to work on these. I'm telling you, the sort of shit you're thinking of only happens in bad movies.

4 days ago | Likes 5 Dislikes 0

Wow... Okay. Geez.

4 days ago | Likes 1 Dislikes 0

"the sort of shit you're thinking of only happens in bad movies."

Not true! I've seen it in bad video games and books too.

3 days ago | Likes 1 Dislikes 0

There’s a space in my room where a cabinet once was. If I stand in that space Big Brother can’t see me.

4 days ago | Likes 2 Dislikes 0

"Our cameras don't perform facial recognition" is meaningless noise when these things take photos of faces, including pedestrians, and upload them to the cloud where law enforcement (and who knows how many other parties) can access them and run them through FRT

4 days ago | Likes 23 Dislikes 0

Thought this the whole time. their big "ah ha, gotcha" of it not doing facial recognition ON THE DEVICE are moot when its uploaded to the cloud and done there.

Slimy ass fucks. ACAB. Every. Single. Last. One.

4 days ago | Likes 9 Dislikes 0

This guy accessed their system https://youtu.be/vU1-uiUlHTo?is=0NlVEFtmY1LxwIiC

4 days ago | Likes 2 Dislikes 0

Any person who says out loud that they want flock cameras needs to have their kneecaps crushed with a sledgehammer.

4 days ago | Likes 55 Dislikes 2

I know so many people that are "happy they're around".

I so badly want to quip, "I didn't know mass surveillance was a hallmark of freedom".

4 days ago | Likes 8 Dislikes 0

I'd prefer with sulphuric acid. slower, more painful and prolly will destroy the cartilage too, thus making impossible or almost to replace em. That would teach a longer lasting lesson.

3 days ago | Likes 2 Dislikes 0

Followed by their skull, of course. We cannot allow these people to persist.

4 days ago | Likes 9 Dislikes 1

I want flock cameras......... out of here.

4 days ago | Likes 3 Dislikes 0

Archived here: https://archive.ph/R79Ut

4 days ago | Likes 63 Dislikes 1

Thanks

4 days ago | Likes 6 Dislikes 1

Thanks, I'm guessing my ad blockers and script blockers allowed me to see the article without issue.

4 days ago | Likes 14 Dislikes 0

Y'all should be avoiding archive.today and affiliate sites. It's a shady org that has been caught manipulating the archived sources to fit their narrative, and also uses your computer to launch DDoS attacksyou visit their site. https://arstechnica.com/tech-policy/2026/02/wikipedia-might-blacklist-archive-today-after-si"> when you visit their site. https://arstechnica.com/tech-policy/2026/02/wikipedia-might-blacklist-archive-today-after-site-maintainer-ddosed-a-blog/ (not related to archive.org; that one is fine)

4 days ago | Likes 5 Dislikes 0

Congratulations OP. I've never felt so guilty about not reading a Post all the way through before. Imma go with "flock cameras bad" but I'm glad there are people doing more than that, and people like you sharing what's up. +1, saved to favorites to read later v

4 days ago | Likes 295 Dislikes 2

4 days ago | Likes 3 Dislikes 8

It is interesting. I read it. There are already people with cool projects (dunno if related) https://github.com/colonelpanichacks/flock-you

4 days ago | Likes 18 Dislikes 2

FINE I'll READ IT NOW yeah no I know I should read it, I'll read it

4 days ago | Likes 12 Dislikes 1

It's that ADHDawg in me

4 days ago | Likes 3 Dislikes 0

They dont just detect licence plates, they can detect any identifying feature down to a small pinstripe tattoo on your ass and while there is some security, it's laughably easy to just get the data/ pictures you want through roundabout ways. Every security/ privacy promise Flock made? It's even worse. Some randos with too much time can basically see everything and stalk ppl and get footage.

4 days ago | Likes 51 Dislikes 1

Damn, even I don't have the clearance to know about a pinstripe tattoo on my ass.

4 days ago | Likes 6 Dislikes 0

Ps, I would like to remind ppl that Flock has some of these cameras pointed AT SCHOOLS. Where they can see into classes and gymnasiums and stuff.

4 days ago | Likes 20 Dislikes 0

People definitely shouldn't spray paint flock cameras while being careful not to approach from a point it could view and ID you.

4 days ago | Likes 99 Dislikes 0

And people also shouldn't leave their phones and other electronics at home so Flock can't get any wifi or bluetooth info off them.

4 days ago | Likes 3 Dislikes 0

& they WILL ID your face with IR tech. That can see through synthetic materials and sunglasses. Mask up with cloth and stunner shades

4 days ago | Likes 15 Dislikes 0

Don't put a rock in your shoe to fuck up your gait, nor cover your face either.

4 days ago | Likes 12 Dislikes 0

Correct, you shouldn't also fight flocking with flocking for flocking sake.

4 days ago | Likes 7 Dislikes 0

I like the one I saw where someone made a 3d printed, camera shaped cover they could just slip over the cameras using a pole. Quick and simple, does not damage the camera and takes it out of commission until they figure it out and remove it. From the ground it looks like the camera is fine because the cover looks just like it.

4 days ago | Likes 17 Dislikes 0

Flock sock

4 days ago | Likes 4 Dislikes 0

Good but nah. Just fuck em up entirely. Let them pay for replacements until it bleeds them dry.

4 days ago | Likes 16 Dislikes 0

They'll just charge the local government for the replacement so you'll be paying for it. It is easy to replace a broken one, but much harder to identify one that is just covered and still shows as functional.

4 days ago | Likes 1 Dislikes 0

I would never agree with a thief who calls himself a curator, but you are annoyingly right on this one.

4 days ago | Likes 2 Dislikes 0

My acquisitions are perfectly legitimate and I would ask you to not besmirch my honorable reputation as historian and aquirer or artifacts.

4 days ago | Likes 1 Dislikes 0