Talks to Watch

Breaking The Creepy AI in Police Cameras

3.8M views · Aug 26, 2025 · 35:49 · 6 HN recommenders · 12 mentions · discussed 2025–2026

Benn Jordan explains how Flock Safety's license plate cameras log and share vehicle locations, and explores how adversarial AI can defeat them. It covers weak security and the surveillance risks of private police-camera networks.

Why Hacker News points people here: HN treats it as the go-to overview of Flock's problems, and cites it in nearly every Flock thread.

“Benn Jordan did a great video on this.”HN comment, 2025

What Hacker News said 12

Strongly recommendsathrowaway3zSep 2025

“Benn Jordan did a great video on this.”

Great overview of Flock police camera surveillance problems.

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this video Benn Jordan did a great video on this. People on here regularly bash the EU's GDPR, but blocking this kind of corporate-driven police state is a heavy point in its favor.

in “Pump the Brakes on Your Police Department's Use of Flock Safety” · view on HN
Strongly recommendsdmschulmanMay 2026

“it was an excellent watch”

Shows building a DIY plate reader and how bad commercial systems are.

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Funny you should mention this. Benn Jordan, on the heels of his Flock camera research, reverse engineered a non-flock ALRP unit and built his own system using some off the shelf parts, a tablet, and 3D printer. He did it mostly as an experiment but also due to the fact that Flock's algorithm for image detection is astoundingly bad and has a high incident of reading plates incorrectly. There are a handful of open-source models for license plate detection, I forget exactly which model outperformed the rest, but it was an excellent watch and help me really understand just how inefficient these commercial systems are and how easy they can be to defeat: this video

in “The FBI Wants 'Near Real-Time' Access to US License Plate Readers” · view on HN
RecommendsBarbingSep 2025

“For a video overview of this stuff”

Video overview of Flock police camera issues.

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For a video overview of this stuff: “Breaking The Creepy AI in Police Cameras”, Benn Jordan [36min, 1.7m views, 9d ago] this video

in “Pump the Brakes on Your Police Department's Use of Flock Safety” · view on HN
RecommendsstrangattractorOct 2025

“Benn Jordan has a good video on the subject”

Good video on risks of pervasive surveillance companies.

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Ok Before I am accused of misrepresenting things and in the interest of clarity. 1. I am in San Francisco. 2. Upon further research Flock does not appear to be used by SFPD for ticketing. They have another camera system for that. That does not mean that Flock could not be used for speeding tickets or a host of other things like running red lights, littering etc. Microprocessors and CMOS cameras can do amazing things. Regardless of what company is doing the surveillance the debate remains the same. 1. Pervasive surveillance has the potential to be used inappropriately by authorities. Discussion is needed. 2. The data collected by a company such as Flock but not necessarily Flock could be used inappropriately or sold for other purposes. Benn Jordan has a good video on the subject this video 3. The claim that Flock is responsible for %10 of solved cases seems dubious but without data it is difficult to know or believe. Given that Flock is in YC's portfolio makes it even more suspect. Flock or a company like Flock may try and become pervasive and indispensable before a public discussion places any limits on their behavior.

in “Flock's gunshot detection microphones will start listening for human voices” · view on HN
RecommendsgorgonicalApr 2026

“I recommend them.”

Series on Flock cameras' poor security and murky government ties.

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Musician-turning-tech anarchist (?) Benn Jordan is making a very interesting series of videos about Flock cameras, their poor safety, and their gray-area interfacing with local governments: link link link this video I recommend them.

in “US cities are axing Flock Safety surveillance technology” · view on HN
RecommendsocrowMay 2026

“did a pretty decent break down of how Flock is not that.”

Breakdown of how Flock fails as accountable police camera tech.

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It's rational to oppose Flock cameras in particular, while admitting that secure publicly accountable camera use for police purposes may have a legitimate place. YouTuber Benn Jordan did a pretty decent break down of how Flock is not that. this video

in “Americans Are Smashing Flock Cameras” · view on HN
Cites itRhea_KartySep 2025

“Background: from this video”

Background source on Flock data collection and weak security.

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Background: from this video ( this video ) Floxk AI is a startup that apparently runs highly suspicious police data collection services. As a fun bonus, it sells this data to private bidders and retains no liability for any mess-ups. Apparently, it uses a Bluetooth system to relay some of this information. And seems to generally have awful security... Any thoughts? Or further projects on this?

in “PlateShapez – Tool for generating adversarially perturbed license plate overlays” · view on HN
Cites itwalterbellNov 2025
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"Find Nearby Automated License Plate Readers (ALPR)" (70 comments), link Adversarial computer vision and DIY OSS $250 RPi Hailo ALPR (2M views), this video "Tire Pressure Sensor IDs: Why, Where and When (2015)" (30 comments), link

in “Dissecting Flock Safety: The Cameras Tracking You Are a Security Nightmare [video]” · view on HN
Cites itwalterbellNov 2025
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Local strategies, "The Cameras Tracking You Are a Security Nightmare" (90 comments), link "Find Nearby Automated License Plate Readers (ALPR)" (70 comments), link Adversarial computer vision and DIY OSS $250 RPi Hailo ALPR (2M views), this video "Tire Pressure Sensor IDs: Why, Where and When (2015)" (30 comments), link

in “How Cops Are Using Flock's ALPR Network to Surveil Protesters and Activists” · view on HN
Cites itrobszumskiDec 2025

“Same author talked about adversarial license plates that trick these cameras”

Same author's earlier video on adversarial license plates fooling cameras.

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Same author talked about adversarial license plates that trick these cameras with a sequence of black blocks, discussed here in original form [1]. He is interested in breaking both the plate detection (ideal) and character recognition (good). The examples are pretty cool looking. [1]: this video

in “We put Flock under surveillance: Go make them behave differently [video]” · view on HN
Cites itphyzomeDec 2025

“The other video is”

Possible source for security flaws in camera companies.

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Sure, around 33:00 here: link The other video is this video but I don't recall which one goes more into it. It's also possible I'm just remembering Flock-specific stuff from other sources, and the things he shows in these videos are more general issues with security camera companies (using Flock as the example). It would be great if this stuff was (also?) published as blog posts so that it could be easily skimmed...

in “Flock Exposed Its AI-Powered Cameras to the Internet. We Tracked Ourselves” · view on HN
Cites itvmh1928Jan 2026

“Just a reminder here of this experiment using adversarial techniques to confuse the license plate readers.”

Experiment using adversarial techniques against license plate readers.

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Just a reminder here of this experiment using adversarial techniques to confuse the license plate readers. Just an experiment, may not be legal in all locations, check your local laws. this video

in “Flock Hardcoded the Password for America's Surveillance Infrastructure 53 Times” · view on HN