#flock · Cascadity

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AIAI #civil-liberties #flock #license-plate-readers #police #surveillance

ACLU says police are pulling drivers over because AI flags their travel patterns as 'suspicious'

The ACLU piece tells one driver's story first-hand and gathers other cases; Gizmodo adds context on the license plate reader industry and polling.

The American Civil Liberties Union warned on Oct. 26 that police are increasingly using automated license plate reader (ALPR) data and AI tools to flag drivers whose movements look "suspicious," then pulling them over on a pretext. Its senior policy analyst Jay Stanley opens with Grace Knowles, a Virginia woman stopped in September 2025 during a road trip, supposedly for driving too long in the left lane. She says the officer, who identified himself as an FBI special agent, told her that her plate had been flagged for suspicious travel patterns and showed her a map of where cameras had seen her.

The ACLU cites other cases, including a Texas jury siding with salesman Alek Schott, who was stopped after a fusion center flagged a trip from Houston to Carrizo Springs and back, and says Flock has promoted AI that flags travel patterns and vehicles seen together. The ACLU, which has long opposed pretext stops, calls for limits on license plate surveillance. Gizmodo cites an August YouGov survey in which 46% opposed police use of the technology in their communities and 38% supported it.

Read it at the source

ACLUPolice Are Increasingly Pulling People Over Because AI Deems Their Driving Patterns “Suspicious” | American Civil Liberties Union ↗ GizmodoPolice Are Using AI to Pull Over Drivers for ‘Suspicious’ Behavior Independent ↗

Cascadic Analysis 1

UndertowDelayed Consequence / False Success Problem

What hidden risk could pull against this, even if the news is good?

When an AI flag leads to a stop, the stop can make the flag look right: in the AP case the ACLU cites, a search found nothing illegal, yet the driver was arrested on suspicion of money laundering and his cash seized. Because these are pretext stops, the record says "lane violation," not "flagged by an algorithm," so the flag's misses aren't counted against it. Alek Schott's case came to light only because dashcam footage contradicted the stated reason and he took it to a jury.

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Rabbit Holes 2

Automatic number-plate recognition

After exploring Police Are Increasingly Pulling People Over Because AI Deems Their Driving Patterns “Suspicious” | American Civil Liberties Union, the technology underneath is explained in Automatic number-plate recognition.

Explains how plate-reading cameras use optical character recognition to create vehicle location data, and how police and toll systems use it.

Wikipedia · Wade · 5 min

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Terry stop

After exploring Police Are Increasingly Pulling People Over Because AI Deems Their Driving Patterns “Suspicious” | American Civil Liberties Union, for the legal side of pretext stops, read Terry stop.

Covers US rules letting police briefly detain someone on reasonable suspicion, including traffic stops made on minor infractions to investigate something else.

Wikipedia · Swim · 30 min

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CCybersecurity #flock #privacy #surveillance

Flock's CEO defends its surveillance tech; its website contradicts his microphone claim

Two reports from the same Disrupt interview: the CEO's case for surveillance, and what Flock's own site says its microphones listen for.

Speaking at TechCrunch Disrupt as protesters gathered outside, Flock CEO Garrett Langley argued that if society wants criminals held accountable, "we shouldn't pause progress," and compared the trade-offs to driverless cars. TechCrunch reports he deflected questions about the backlash that has cost Flock contracts and led to layoffs.

Langley also said Flock's gunshot-detection microphones detect "just gunshots." Flock's website says the audio product can also detect street takeovers, severe crashes, fireworks and sideshows, and when the feature launched the company said it would listen for "screaming" before changing that to "sounds of human distress" and later pulling distress detection.

Read it at the source

TechCrunchFlock CEO defends surveillance technology amid national backlash: 'We shouldn't pause progress' Independent ↗ TechCrunchFlock CEO says its microphones detect 'just gunshots' — its website says different Independent ↗

Rabbit Holes 1

Automatic number-plate recognition

After exploring Flock CEO defends surveillance technology amid national backlash: 'We shouldn't pause progress', the technology at the center of the fight is Automatic number-plate recognition.

Optical character recognition that reads license plates from camera images to build vehicle location data, used by police worldwide and for tolling.

Wikipedia · Wade · 5 min

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PSPolitical Spectrum #flock #fourth-amendment #surveillance

A federal judge calls a Flock plate search unconstitutional; Sanders files a bill to ban federal use

The judge's reasoning on why location tracking in public can still need a warrant.

Federal Judge Sara Hill of the Northern District of Oklahoma ruled that a sheriff's deputy violated a woman's Fourth Amendment rights by searching Flock's license-plate database without a warrant, apparently only because her car had California plates, and suppressed the evidence that followed. "This is a type of indiscriminate mass surveillance," she wrote. The ruling does not bind other courts.

On October 2, Sen. Bernie Sanders introduced the Ban Flock Act, co-sponsored by Rep. Alexandria Ocasio-Cortez and Sen. Jeff Merkley, which would bar federal agencies from using any automatic license-plate reader or its data, except for tolls and uses Congress later approves. TechCrunch notes the bill faces long odds.

From each bank

Reporting

TechCrunch ↗
404 Media ↗
TechCrunch ↗

Rabbit Holes 2

Carpenter v. United States

After exploring Federal judge calls Flock 'indiscriminate mass surveillance', the Supreme Court case the judge weighed is Carpenter v. United States.

The 2018 ruling that the government violates the Fourth Amendment when it obtains historical cellphone location records without a warrant.

Wikipedia · Swim · 30 min

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Automatic number-plate recognition

After exploring Federal judge calls Flock 'indiscriminate mass surveillance', for the technology itself, see Automatic number-plate recognition.

ANPR uses optical character recognition to read license plates and build vehicle location data. Police use it worldwide; it's also used for tolls and tracking traffic.

Wikipedia · Wade · 5 min

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CVCommunity Views #community #flock #reddit #surveillance

r/technology: a YouTuber built a Flock-style camera to track police, then police came to his door

A pointed test of whether the rules for collecting location data cut both ways.

A YouTuber built a system modeled on Flock-style license-plate readers and pointed it at police vehicles; according to his video, officers then visited to ask what he planned to do with the data, GadgetReview reports. The creator's identity and the department involved have not been independently verified. The top reply, with about 7,500 upvotes: "Rules for thee but not for me."

Read it at the source

Reddit (r/technology)YouTuber Builds System That Mimics Flock to Spy on Cops; Then the Cops Came Knocking Independent ↗ GadgetReviewYouTuber Builds System That Mimics Flock to Spy on Cops; Then the Cops Came Knocking Independent ↗

Rabbit Holes 1

Sousveillance

After exploring YouTuber Builds System That Mimics Flock to Spy on Cops; Then the Cops Came Knocking, there's a word for this: Sousveillance.

Recording of an activity by a member of the public, rather than by someone in authority, usually with small personal devices.

Wikipedia · Wade · 5 min

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