What The Flock?

• The Little Black Box You’ve Already Driven Past
• The Fourth Amendment Was Not Designed for a World That Remembers Everything
• A Scenario Test: Life in the Pre-Crime City
• The Watchers Watching Their Exes
• Flock Saturated World
• Conclusion

§The Little Black Box You’ve Already Driven Past

In some of my previous essays, I have long warned that the true enemies of privacy in the 21st century are not merely the men in black tactical gear, but the quiet, unelected bureaucrats and technocrats who are quietly building the digital panopticon. We saw this with the Bank Secrecy Act, which converted every financial institution into an arm of the state, treating every citizen’s financial transactions as inherently suspicious. We saw it again with the Patriot Act and the FISA courts, which normalized warrantless wiretapping and secret, unchallengeable surveillance in the name of national security. Having lost the battle over our financial and digital communications, the final frontier is our physical movement. Enter the Flock camera.

If you have driven through any Western metropolis lately, you have likely seen them: sleek, unassuming solar-powered boxes mounted to poles, watching the roads. They are marketed by Flock Safety, a tech unicorn that has successfully convinced neighborhood associations and local police departments that constant, automated surveillance is the price of safety; but to understand what Flock cameras truly are, it’s important to understand that they are not mere security cameras; they are nodes in a pervasive, AI-driven tracking network.

This is the part that leaves a lot of people puzzled. We have always had CCTV cameras, so what’s the problem with Flock cameras? Unlike traditional CCTV, which requires a human to review hours of useless footage, Flock cameras are edge-computing devices equipped with Automated License Plate Recognition (ALPR) technology, and as of 2026 there are somewhere between 75,000 and 100,000 of them deployed across the United States, run by thousands of police departments, homeowners’ associations, and private communities. Estimates vary because no single authoritative count exists  which is itself telling.

As a vehicle passes, the camera captures an image, runs optical character recognition to extract the license plate number, and converts that string of text into a cryptographic hash. It simultaneously uses machine learning to identify the vehicle’s make, model, color, and body type, as well as unique anomalies like a roof rack, a bumper sticker, or a cracked taillight. It records the exact GPS coordinates and a millisecond-accurate timestamp. 

This metadata is then uploaded to a centralized, cloud-based database. Flock’s proprietary algorithms organize this data, allowing police to run queries as easily as one searches Google. An officer can type “Blue Honda Civic, last 30 days” and instantly generate a comprehensive map of every place that car has been. Flock attempts to pacify privacy advocates by claiming the data is deleted after 30 days, and that the plates are “hashed” for privacy. Hashing a license plate is a deterministic process. It is not encryption; there are no keys to manage, because the character space of a license plate is relatively small, anyone with a database of registered vehicles can perform a brute-force dictionary attack against the hashes in seconds, perfectly deanonymizing the data. The hashing provides no privacy from the state or from Flock itself; it merely obfuscates the data from independent auditors.

By outside estimates, roughly one in ten plate reads misidentifies even the state that issued the plate, let alone the specific plate number. And by the ACLU’s accounting, under one percent of all ALPR scans ever connect to an actual crime. Do the math, for every camera pass that catches a genuine stolen vehicle or Amber Alert match, there are somewhere north of ninety-nine that simply log an innocent person’s location, forever, on the off chance it might be useful someday.

§The Fourth Amendment Was Not Designed for a World That Remembers Everything

This brings us to the profound violation of the Fourth Amendment. The Fourth Amendment guarantees the right of the people to be secure in their persons, houses, papers, and effects, against unreasonable searches and seizures, and dictates that no warrants shall be issued without probable cause. The Flock system eviscerates this right by operating on the doctrine of general warrants, the exact tyranny the Founders rebelled against. Courts have long allowed narrow exceptions for things in “plain view,” on the theory that if a police officer can lawfully see your license plate from a public street, no privacy interest is violated. That theory made sense when “seeing” meant a human being, in the moment, with a memory that faded. It makes no sense when “seeing” means a permanent, searchable, cross-referenced database of every vehicle movement in a metro area, retained for weeks or months and queryable retroactively.

This is precisely the reasoning the Supreme Court used in Carpenter v. United States* (2018)* to require a warrant for cell-site location data: aggregation changes the nature of the intrusion. A single plate read tells the government where your car was at 8:47 a.m. A hundred thousand plate reads, networked nationally and stitched together with hotlists, tell the government your entire pattern of life; where you worship, who your doctor is, whether you visited a divorce attorney, an addiction treatment center, a gun range, a protest, or a political rally. None of that requires a warrant under current ALPR practice.

By scanning every single vehicle that passes by, Flock conducts a search without probable cause, without individualized suspicion, and without a warrant. The state argues that there is no reasonable expectation of privacy on a public road, however this is a grotesque abuse of logic. A human police officer observing a public road is bound by human limitations, they cannot remember every plate, track every turn, or retain a perfect historical map of a citizen’s life. Flock creates a perfect, indelible memory. It transforms public observation into systemic, totalizing surveillance. 

In Aldous Huxley’s Brave New World, the populace did not need to be forced into submission; they were conditioned to love their servitude, trading their autonomy for comfort and stability. We are doing exactly this with Flock. Neighborhoods pay for these cameras voluntarily, inviting the surveillance state into their cul-de-sacs because they have been sold a narrative of safety. They trade their fundamental right to move freely without being tracked for the illusion of security. 

§A Scenario Test: Life in the Pre-Crime City

To truly grasp the danger of this technology, we must run a scenario test. We must look at how this infrastructure will inevitably be weaponized in a pre-crime world. Imagine the year 2030. The Flock network is ubiquitous, integrated not just in major cities but woven into every interstate, toll road, and rural intersection. The data from Flock is seamlessly piped into federal fusion centers and paired with AI-driven predictive policing algorithms. Let us assume a future administration, buoyed by the precedent of the Patriot Act, designates certain ideological groups as domestic terror threats. 

Let’s assume you attend a political protest. It is entirely peaceful, but the current regime deems the ideology subversive. A Flock camera captures your license plate entering the parking garage near the protest. The AI cross-references your plate with your vehicle’s registration. Over the next week, the algorithm monitors your movements via the Flock network. It notes that you stopped at a specific bookstore, a location flagged in the system as a hub for “anti-state literature.” It notes that you parked near the home of another individual on a watchlist. 

No crime has been committed, and there is no probable cause. Yet, the pre-crime algorithm flags you. Your digital profile is updated with a “risk score.” The next morning, you attempt to drive to work. A Flock camera detects your car leaving your neighborhood and the system automatically dispatches a patrol car. You are pulled over. The officer doesn’t say you were speeding; they claim your vehicle matched the description of a car involved in a nearby robbery, a pretextual stop manufactured by the system to justify a search of your vehicle. The officer finds a banned book or a controversial essay in your glovebox. You are arrested. 

Perhaps the system takes a more insidious route and the algorithm determines that your presence at the bookstore and the protest constitutes a pre-crime threat threshold. Without a FISA warrant, because the Patriot Act framework allows for administrative subpoenas for “national security” purposes, the state freezes your bank account under the auspices of the Bank Secrecy Act, flagging your financial transactions as “suspicious activity” linked to domestic terrorism. You haven’t committed a crime; you have simply moved through the world in a pattern that the algorithm disliked. 

In this scenario, the Flock camera is the linchpin. Without the ability to continuously and invisibly track the physical location of every citizen, the pre-crime apparatus falls apart. The camera provides the raw signal data that the AI needs to draw its inferences. It is the mechanical eye of the thought police. 

§The Watchers Watching Their Exes

If the theoretical case against Flock weren’t damning enough, the actual audit logs are. Across the country, a pattern has emerged that should embarrass anyone who argued these systems would be used responsibly, police officers using their own department’s Flock access to stalk people they know personally.

In Joplin, Missouri, an internal investigation found that a single officer ran one woman’s plate through the system nearly 400 times, logging vague justifications like “warrants” with no case number attached. He accounted for roughly a quarter of his department’s entire search volume. In Milwaukee, an eight-year veteran officer allegedly queried a dating partner’s plate and her ex-partner’s plate a combined 179 times, a pattern that only surfaced because the victim searched her own plate on a public lookup tool and noticed the activity herself, not because the department caught it. In Greer, South Carolina, one officer was fired for using the system to monitor a subordinate he’d previously dated; a second officer in the same department was separately terminated for unrelated personal misuse. 

In Albany, Georgia, five officers were fired and arrested in a single sweep. In Pasadena, Texas, a sergeant resigned under investigation for using the cameras to track a female officer. The Institute for Justice has now documented more than twenty separate cases nationwide of officers using ALPR access to monitor romantic partners or interests, the majority within just the last two years.

Notice the throughline in nearly every case: discovery came from the victim, not the system. Flock’s own audit tools exist, but auditing is optional, retrospective, and toothless unless a department chooses to actually review the logs, which most don’t, until a scandal forces the question. One department acknowledged that roughly 600 employees had standing access to the plate database, with no meaningful limit on how often, or why, any of them could run a search. This is definitely surveillance architecture masquerading as security infrastructure.

This is precisely the failure mode privacy advocates predicted the moment ALPR networks scaled past the “recover stolen vehicles” pitch: when you hand a searchable, real-time location history of every driver in a jurisdiction to hundreds of people with badges and no warrant requirement, some percentage of them will use it exactly the way a jealous ex or a controlling partner would use it, because functionally, that’s what the system is a location-tracking tool with a law-enforcement login screen bolted on front. When the state grants itself the power to track everyone, it inevitably uses that power for personal and political vendettas. This is the exact, unaccountable power the FISA courts normalized, now localized to your neighbourhood.

The surveillance does not stop at your license plate. The modern Flock network is not merely an optical system; but it is a spatial anchor for total digital deanonymization. Through a combination of sensor upgrades and systemic integration, these cameras are increasingly being used to tap into the smartphones of passers-by. Many modern ALPR networks now employ Bluetooth and Wi-Fi probing capabilities. As you drive or walk past a camera, its sensors silently vacuum up the unique MAC address of your smartphone as it continuously searches for known networks. Even if you disable location services, your phone’s Wi-Fi and Bluetooth radios constantly broadcast their presence. This hardware identifier is immediately ingested into the same cloud database as your license plate. Your physical vehicle and your digital device are permanently married. The state no longer needs to guess who is driving the car; your phone has already told them.

Even where direct MAC address collection is absent, the integration occurs through the backdoor of the tech ecosystem. Police use the precise GPS coordinates and millisecond timestamps from a Flock camera to serve “geofence warrants” to Google and Apple. They demand the digital identities of every smartphone that pinged a cell tower in that exact radius at that exact second. The Flock system provides the physical anchor, allowing the state to pierce the anonymity of the digital realm. 

The more legitimate worry is where the product line is headed next, not what one Falcon unit does today. Flock has already deployed “Raven” acoustic sensors on the same poles to detect gunshots, and the company has stated intent to expand that audio detection toward “human distress” sounds, screaming, and crowd events, a meaningful step from tracking cars toward monitoring what’s audible on a public street. A company that built a nationwide plate-tracking network with no warrant requirement, that has already been caught sharing data with federal agencies cities didn’t authorize, and whose own customers can’t reliably stop insider stalking, is not the company you want deciding unilaterally what “distress” sounds like or who gets flagged for making it.

§Flock Saturated World

The ultimate nail in the coffin for civil liberties comes when this physical panopticon merges with programmable money. Imagine once again the pre-crime scenario of tomorrow, where Central Bank Digital Currencies (CBDCs) exist. If the state flags you as a “domestic financial extremist” for attending a political protest or patronizing an unapproved bookstore, they no longer need to send a warrant to your bank to freeze your accounts. With a CBDC, they have direct, administrative control over your ledger.

In a Flock-saturated world, the AI links your license plate ping directly to your CBDC wallet. You drive to an unapproved rally; a Flock camera reads your plate; the system identifies you. Within milliseconds, your digital wallet is throttled or zeroed out. You cannot buy gas, or food, and anyone who attempts to transact with you has their wallet flagged for contamination. The Flock camera provides the physical trigger; and the CBDC provides the financial kill switch. The state doesn’t even need to send men with guns to arrest you; they simply turn off your money until you comply or starve. 

§Conclusion

The people who build surveillance systems are rarely the same people who ultimately inherit them. The database created today may serve entirely different purposes twenty years from now. That is why free societies have traditionally treated concentrated surveillance power with skepticism. 

The Western world is sleepwalking into a trap. We are allowing intelligence cut outs, like Palantir and Flock, masquerading as private companies to build the infrastructure of a totalitarian state and lease it back to local police departments. A society that monitors the movements of all its citizens to catch a few criminals is not a free society; it is an open-air prison.  We must recognize Flock cameras for what they are; an unconstitutional dragnet. The Fourth Amendment was written to prevent exactly this kind of untargeted, general surveillance. True security does not come from building a wall of cameras around our neighborhoods; it comes from a robust legal framework that limits the power of the state to intrude into our lives. What the flock are we doing? We are trading liberty for a lie, and if nothing changes, the bill is coming due soon…