u/FKDcw971r8E2XQ

At Temple PD's Surveillance Scale, Errors Aren't Rare. They're Guaranteed
▲ 17 r/BellCountyTX+1 crossposts

At Temple PD's Surveillance Scale, Errors Aren't Rare. They're Guaranteed

According to Temple PD's own numbers, their warrantless surveillance network has captured over 1.5 million plates and had over 17,000 hotlist hits in the last 30 days.

Putting aside potential abuse for a moment (which is a huge ask, especially as the misuse shifts to invisible hotlists instead of manual searches), let's assume that the Flock Warrantless surveillance system is now completely impervious to abuse.

Flock's OWN marketing material has claimed that their plate reads are 93% accurate. That means that 7% of plate reads have errors. Several agencies have found bad plate reads more like 41-73% of the time, but again, let's assume that Flock's generous numbers are correct.

Statistically, that means that Temple PD collected 109,604 bad plate reads in the last 30 days. That's more than the total population of Temple, and FAR more than the Temple population that actually drives.

Bad plate reads cause hostlist hits too. 7% of 17,212 is 1,204. Statistically, that means that ~1200 drivers were subjected to the risk of police harassment, alerts on mobile phones, or at least warrantless investigation just due to software errors.

That's the part often missing from the conversation. Even when a system is highly accurate, errors become significant when it is deployed at massive scale. A small error rate applied to more than 1.5 million scans doesn't produce a small number of mistakes. It produces a six-figure number of mistakes. Nationally, 1.4 billion bad plate reads get recorded and alerted on every month.

Why does that matter?

Because automated errors don't stay inside a computer. They can become police investigations, vehicle stops, officer alerts, and real-world interactions with real people.

Consider the case of Brittney Gilliam in Aurora, Colorado. An ALPR system matched her SUV's plate to a stolen motorcycle plate from another state. Gilliam and four children, ages 6 through 17, were stopped at gunpoint, and several were handcuffed face-down on the pavement before officers realized the mistake. The city ultimately agreed to a $1.9 million settlement.

You can find more commentary about the risks of misreads here: https://www.obscureiq.com/license-plate-surveillance-accuracy, but the take-home for Temple residents is that the increased surveillance is not neutral. It puts people's lives at risk.

In Temple's recent history, a simple welfare check on a disabled citizen in a mental health crisis led to that citizen's death. With that kind of a precedent for welfare checks, how much MORE dangerous are police stops predicated on bad information assuming that the suspect is a higher risk to officers than they actually are?

u/FKDcw971r8E2XQ — 13 days ago
▲ 29 r/BellCountyTX+1 crossposts

Temple Citizens: "We Love Temple." Also Temple Citizens: "Can We Speak to the Supervisor?"

For years, anyone raising concerns about the direction of Temple has been told they're just part of a small group of disgruntled complainers.

Thankfully, the city has a history of getting objective, 3rd party metrics to validate that assertion. In the most recent example, some really insightful details are revealed.

The good news? Most people actually like Temple.

According to the city's own survey, 72% say Temple is a good or excellent place to live. 87% plan to stay here for at least the next five years. 74% would recommend living here to others. Residents continue to give strong marks to things like fire services, public libraries, parks, and recreation. The report itself describes "fire-related services" as a standout strength.

In other words, this isn't a city full of people who hate where they live.

What took a beating were ratings for City Hall, transparency, resident involvement, value for tax dollars, and confidence in leadership:

Government Measure 2023 2026 Change
Welcoming resident involvement 56% 38% -18
Confidence in city government 57% 40% -17
Value received for taxes paid 56% 39% -17
Overall direction Temple is taking 68% 51% -17
Government honesty 65% 49% -16
Government transparency 59% 45% -14
City's overall reputation 64% 51% -13
Acting in the community's best interest 65% 56% -9

And before someone says these are tiny fluctuations, the survey itself states that changes greater than 8.6 percentage points between 2023 and 2026 are statistically significant. Every one of the major governance score reductions above exceeds that threshold.

Imagine walking into your annual review and telling your boss:

  • Confidence in my leadership is down 17 points.
  • Confidence in the direction I'm taking the organization is down 17 points.
  • The number of people who think they're getting value for what they're paying me is down 17 points.
  • Satisfaction with how I involve stakeholders is down 18 points.

That's usually the part where HR starts booking conference rooms. It's not like the scores in 2023 were best-in-class to start with.

Yet somehow we're supposed to believe concerns about city leadership are coming from a tiny vocal minority.

The funniest part may be what happened next.

The survey was completed in February. The city received the final report in May and had originally planned to discuss it during budget deliberations. Previous survey cycles received public presentations. This one wasn't formally presented to the public and only appeared on the city's website around the same time the Telegram followed up asking for it months later.

Nothing says "we believe in transparent and accountable government" quite like sitting on a survey for months after receiving it, then posting it after the media start asking questions about why they haven't seen it.

The takeaway isn't that Temple residents are angry or anti-Temple. The survey says exactly the opposite.

People like Temple.

They like the parks. They like the library. They like the fire department. They plan to stay. They recommend the city to others.

The takeaway is that loving your city and being concerned about its leadership are not mutually exclusive. In fact, according to the city's own survey, that appears to be a pretty common position.

And apparently the "vocal minority" now includes the 61% of respondents who don't think they're getting good value for the taxes they pay.

Link to the report

Source: Ian Camacho/Temple Daily Telegram (behind a paywall)

u/FKDcw971r8E2XQ — 17 days ago

Temple PD used Flock searches 364 times in the last 30 days. The audit logs show nearly one million searches of Temple's data by outside agencies in the same time period.

I've spent the last several days going through Temple's Flock audit records and the numbers are honestly hard to wrap my head around.

According to Temple PD, they conducted 364 searches in the last 30 days.

The audit records for the same period appear to contain nearly one million search records.

So here's the obvious question:

Who conducted the other 99.9% of the searches?

Because it sure wasn't Temple PD.

The logs show searches from agencies all over the country. Not Bell County. Not Central Texas. The entire country.

A few that jumped out at me:

  • Waukesha WI PD repeatedly searching Temple-connected networks for a copper theft investigation.
  • Liberty IN PD conducting searches related to narcotics investigations.
  • Berrien County MI SO searching for a vehicle connected to an indecent exposure investigation.
  • Garden City MI PD searching for a shooting suspect vehicle.
  • Miami County OH SO repeatedly searching for a local theft investigation.
  • Indiana State Police searching for a vehicle that allegedly fled from a local agency.
  • Kansas City KS PD conducting searches related to a domestic violence investigation.
  • Saline County KS SO investigating a hit-and-run crash.

Maybe every one of those searches was legitimate.

That's not really the point.

The point is that Temple is supposed to be responsible for the data being collected here, according to their own policy.

So how exactly is Temple supposed to verify that nearly a million searches are all being used appropriately and for only law enforcement purposes?

Seriously.

  • Who is reviewing them?
  • Who is checking whether the justification entered was accurate?
  • Who is following up on searches performed by agencies hundreds or thousands of miles away?

The answer appears to be nobody.

And then you start looking at the reasons people are entering.

Some are what you'd expect:

  • Stolen vehicles
  • Wanted persons
  • Burglaries
  • Assaults

But there are also things like:

  • "Other - investigation"
  • "Traffic infraction"
  • "Traffic infraction - inv"
  • "Traffic infraction - test/training"
  • "City planning/traffic analysis"

Temple PD explicitly says that they don't collect the data for traffic purposes. "Law Enforcment Only" would also preclude "city planning/traffic analysis"

But they're vague enough that an audit log doesn't really tell you much.

"Other - investigation" tells you basically nothing.

Now add hotlists into the mix.

A manual search is at least a conscious action by a person. It leaves a record showing somebody searched for something. Hotlists are different.

A hotlist can sit there for months. Sometimes indefinitely. Every time the vehicle is seen, an alert gets generated automatically. No new search required.

If Temple can't realistically review nearly a million manual searches, how are they supposed to oversee all of the automated monitoring happening in the background?

That's the part nobody seems willing to talk about.

At some point "we only share with law enforcement, only for law enforcement purposes" stops being a safeguard and starts being a promise that you can't keep.

Because when your own police department used the system 364 times and everyone else appears to have used it nearly a million times, you're not really exercising oversight anymore. You're trusting thousands of outside users to police themselves.

And we've already seen where this conversation goes elsewhere.

City of Pflugerville recently ended its Flock contract after audit records became a major issue in public debate. Residents there started asking the same question Temple residents should be asking now:

Who is actually using this system, and who is making sure they're supposed to be?

Sources:

The network audit records were provided by City of Temple. This is a direct link to download the CSV for August (It's big): https://cityoftempletx.nextrequest.com/documents/69666632/download .

The records of the searches that Temple PD has run are from their Flock Transparency Portal. It obviously changes day to day, as it is generally a 30 day rolling window: https://transparency.flocksafety.com/temple-tx-pd

reddit.com
u/FKDcw971r8E2XQ — 23 days ago

The Canadian Trucker that got hit by a $143,000/year Flock Drone by Temple Police is working with The Cochran Law Firm to sue City of Temple taxpayers

Yep, that Cochran Law Firm. Trying to think of some new taglines they can use:

  • "If the drone took a dive, call Cochran and survive."
  • "If the drone hit your rig, the settlement might get big."
  • "If the police couldn't steer, the attorneys are here."
  • "If the drone hit your Mack, put Cochran on the attack."
  • "The truck was hauling freight. The drone couldn't navigate."
reddit.com
u/FKDcw971r8E2XQ — 23 days ago

Temple PD Is in Damage Control Mode

Temple PD released this reel with some success stories for ALPR-based warrantless surveillance:
https://www.facebook.com/reel/1681449730283698 and they got eviscerated in the comments because people are educating themselves on their civil liberties. Make sure you stop by to tell them how you feel about it.

Edit: They are hiding critical comments. You can count the minutes until they disable comments altogether, like they do on the City Council broadcasts.

No one is disputing that warrantless surveillance would help solve some crimes. Cameras in your home or GPS trackers on every car would do the same thing.

Every success story they list would have still been possible with the requirement to have a judge-signed warrant.
Every abuse would have been prevented with the requirement for a judge-signed warrant.

It's as simple as that. Police can legally wiretap your phones, track your cell phone, put a GPS tracker on your car, or even enter your home and search for evidence IF they can get a warrant.

When you have multiple cameras in a row in the same road, you are tracking position, speed, direction, patterns of life, etc.

reddit.com
u/FKDcw971r8E2XQ — 23 days ago

Temple PD is renting 216 Flock cameras, three drones, and a group of camera trailers to watch you. A group of hackers just proved what those cameras actually do and the lies that have been told about them.

Temple Police Department has 216 Flock Safety cameras around the city. That's one camera for every 456 residents. One of the highest densities in the country. Like it or not, if you are moving around in Temple, you are going to be tracked.

Yesterday morning, 404 Media and WIRED published findings from hackers who ripped apart a single Flock camera, extracted all the data inside, and shared it with reporters. Here's what they found that Temple PD and Flock have been claiming doesn't exist: Flock cameras don't just read license plates. They track people.

https://preview.redd.it/uktwf9ujb3qh1.png?width=1000&format=png&auto=webp&s=adda6368704ace0b08319d3c9f2bb41dda18a2a0

Flock's sales pitch to police departments is that these are license plate readers. That's the package they sell. But the hacked camera's software clearly includes human detection and tracking capabilities. Flock says human tracking isn't part of the base package police pay for. Fine. But the cameras are capable of it and doing it all of the time. The data is being captured and stored outside of the "customer data" that they say the PD owns.

They're saving everything they see. In 21 days, one camera generated 1.6 million images from 50,200 vehicles. That's dozens of photos per car. They're not just capturing the plate — they're capturing the full vehicle, the driver, the passenger, the context, the patches on a person's bag. All of it. Saved in the cloud somewhere. Ready to be repackaged and sold.

They're selling data to cities and other willing buyers. The cameras track speed, direction, dwell time, route patterns. This isn't "did this plate match a stolen car?" This is a comprehensive movement tracking system that has nothing to do with law enforcement or making people safer. Flock has already been trying to sell aggregated data to cities and other buyers.

The Flock cameras are being sold as public safety tools. The hacked data shows that they're something else entirely; they're comprehensive surveillance infrastructure that tracks human movement, saves it indefinitely, and waits for Flock to figure out how to best monetize it.

Temple voters didn't get a vote on this. There was no public forum about plans for hundreds of cameras. No budget line item that stood out. Just a procurement that got approved and a system that's been quietly watching you.

The 404 Media article: https://www.404media.co/hackers-stole-flocks-camera-software-revealing-how-the-company-tracks-cars-and-people-2/

WIRED: https://www.wired.com/story/hackers-flock-camera-data-shows-how-system-works/

reddit.com
u/FKDcw971r8E2XQ — 28 days ago
▲ 17 r/BellCountyTX+1 crossposts

Constitutional Deep Cuts: The Founders Had Trust Issues

Howdy Temple neighbors! I've been posting a lot here about Flock cameras, warrantless surveillance and the constitutional issues around them. Since we are basically "Surveillance City, TX," it seemed relevant. I realized that a lot of folks don't have a lot of background on why some things are in the Bill of Rights and what they were trying to accomplish (especially for anything other than the 1st and 2nd amendments).

A fun constitutional fact: if you look at the 3rd, 4th, and 5th Amendments together, you start to notice a pattern.

The Founders spent a surprising amount of time writing rules that basically translate to  “We’ve seen where this goes, and we aren’t going there this time.”

Take the 3rd Amendment. Everyone jokes that it's the amendment nobody uses because nobody is trying to quarter redcoats in your guest room anymore. Fort Hood-vazos has plenty of housing, after all. But the Third Amendment may be the strongest privacy amendment in the Constitution. The Founders weren't just worried about soldiers eating their food. They were worried about government agents living inside their private lives. A soldier in your home knows who visits you, what gets discussed at the dinner table, which newspapers you read, and whether you're saying nice things about the King (you know, the crazy slobbering guy from Hamilton). It essentially says: the government does not get to move into your private space and become your full-time observer. These days, the government doesn’t need to force us to tolerate their people watching us in our homes - they can get all the private info they want, both by forcing 24/7 surveillance on us, and by buying through the third-party data broker loophole. They’re hoping we won’t notice, and that’s generally working for them.

The 4th Amendment broadens that principle. Maybe the government doesn't get the spare bunkbed in your house, but it still can't just rummage through your things whenever it feels like it. Your papers, effects, home, person, and the data about those things are protected against unreasonable searches. And modern courts have increasingly recognized that constitutional protections don't simply vanish because you stepped outside (see: Katz, Carpenter, Chatrie). The government doesn't get unlimited authority to track, catalog, and monitor every aspect of your life just because you're walking down West Adams instead of sitting in your living room. It says “persons” AND “houses,” because you get a reasonable expectation of privacy even when you are not in your home.

Next comes the 5th Amendment, which protects perhaps the most private space of all: your own mind. The government can investigate your home and stuff with probable cause and a judge-signed warrant, but not even a judge can force you to provide evidence against yourself. Your memories, knowledge, thoughts, and testimony are not simply government property on demand. "Tell us everything you know so we can prosecute you," was a proposition the Founders had seen in practice and knew what it leads to.

So here's the recap:

3rd: Stay out of my house.
4th: Stay out of my stuff.
5th: Stay out of my head.

That's a solid 30% of the Bill of Rights we're talking about here. The founders wrote these in the context of a document designed to restrain the very government THEY WERE CREATING from the natural behaviors that institutions always devolve to.

Different amendments. Same concern. These are foundational to the inalienable rights of Life, Liberty and the Pursuit of Happiness.

History is full of governments that wanted more information about their citizens than free people were willing to give. The Founders had already seen enough examples in Europe to know that "trust us" wasn't good enough. They weren't writing abstract philosophy. They were writing an owner's manual for dealing with authorities who always want just a little more information than they need to do their jobs.

They couldn’t have conceived of all the ways that those protections would be challenged (GPS, Cell Site Simulators, Wiretaps, and Cameras on every corner), but the Supreme Court sees a lot of “vs. The United States” cases where local/state/federal agencies are trying to push that boundary. In fact, any time someone is trying to sell you on something to make you safer, you should assume that they are trying to get you to trade your rights for it.

Our country was founded by privacy advocates who knew history and had seen firsthand what happens when institutional power grows unchecked. They knew what they wanted for themselves and their children; what are you willing to demand for yourself and your kids?

u/FKDcw971r8E2XQ — 29 days ago
▲ 16 r/BellCountyTX+1 crossposts

After One of the Nation's Largest Police Unions Found Their Members Subject of Flock and ALPR Searches, Members Call for Transparency — While City Council Asks Why They Have These Systems at All

Union Press Release: https://x.com/ScottTaylorTV/status/2098051332649222578/photo/1
News Story: https://therecord.media/dc-police-union-opposes-flock-camera-use-probing-officers

"The DC Council is also taking note. On September 14, Councilmember Brooke Pinto, who is chairwoman of the Judiciary and Public Safety Committee, wrote a letter to MPD Interim Chief Jeffery Carroll asking for answers to 10 questions about how the department uses Flock data and why it needs the technology at all."

The Washing DC City Council and the Police union is questioning the value vs the cost for the ALPR cameras, in one of the most sensitive places in the country, with respect to security.

For those keeping score:

Temple has roughly 14.6x more cameras per capita than DC. That's about 1 camera for every 456 people in Temple versus 1 camera for every 6,686 people in DC.

To put it another way: Temple's camera density is about 1,360% higher than DC's on a per-person basis.

reddit.com
u/FKDcw971r8E2XQ — 29 days ago
▲ 29 r/BellCountyTX+1 crossposts

Temple's Flock Numbers Got Weird

TL;DR: Camera counts went up, manual plummeted, long term warrantless surveillance through hotlists EXPLODED.

I spent some time comparing Temple PD's Flock transparency reports from late 2025 and today, and one thing jumped out at me:

The camera growth and plate read growth make sense (mathematically, not constitutionally). The hotlist growth, however, doesn't.

According to Temple PD's own numbers:

  • Cameras increased from 67 to 216 (+222%)
  • Unique vehicles detected increased from 431,677 to 1,435,479 (+233%)
  • Searches dropped from 596 to 415 (-30%)
  • Hotlist hits increased from 2,880 to 17,159 (+496%)

The first two numbers line up almost perfectly. Temple population has not changed a huge amount in the last 10 months, so if you triple the number of cameras, you'd expect roughly triple the number of vehicles detected. That's exactly what happened. No big suprises there.

But hotlist hits didn't just grow with the cameras; they grew almost twice as fast.

If the only thing that changed was adding cameras, we'd expect the 2,880 hotlist hits from 2025 to increase to somewhere around 9,000. Instead, Temple reported more than 17,000 hotlist hits in a 30-day period.

That suggests something more than additional cameras; it says more vehicles are being watched 24/7.

Another way to look at it:

In late 2025, about 0.67% of detected vehicles generated a hotlist alert.

Today, that number is roughly 1.20%.

A vehicle passing through Temple's Flock network is now almost 80% more likely to generate a hotlist hit than it was nine months earlier.

The cameras explain the growth in detections. They don't explain the growth in alerts.

For the last few years (and especially the last 6 months), we've heard a lot about manual searches. That's partly because manual searches leave a more intuitive kind of evidence with a lot less noise. People can pull logs. You can see who searched. You can ask why they searched. When people abuse them, it's clumsy and it's largely because the perpetrator assumes no one will ever look.

But what if the bigger story isn't the searches anymore?

What if the real growth is happening in the watchlists?

A manual search requires someone to actively look for a vehicle; a hotlist turns that process around.

Now the system looks for the vehicle.

And it keeps looking, and looking, and looking. A hotlist can have an expiration date, but usually doesn't.

Temple's own numbers show searches declining while hotlist alerts are exploding. The ratio went from about 5 hotlist hits per search to more than 41 hotlist hits per search. That's a huge shift. And it's warrantless, long term location tracking.

Here's the problem: The public knows about the search logs and are increasingly doing FOIA/PIA requests to see them. The public isn't asking about the hotlists.

We don't know:

  • How many custom watchlists exist.
  • Who created them.
  • Who approved them.
  • What justification was used.
  • How long they stay active.
  • Whether they are audited.
  • How many of those 17,159 hits came from NCIC and Amber Alerts versus locally created lists.

And that's where abuse becomes a legitimate concern.

Imagine an officer creates a custom list with ten plates. Nine are legitimate or even made up. The tenth belongs to an ex-spouse, ex-girlfriend, ex-husband, journalist, political critic, city council opponent, neighbor, or anyone else they have a personal interest in.

Now every participating camera in the network becomes a sensor looking for that vehicle.

The officer doesn't need to keep running obvious searches anymore; the system does it automatically.

Every sighting becomes another alert.

No, it isn't literally a GPS tracker, but from the target's perspective, what's the practical difference? The officer can literally get a ping on their phone whenever that plate is seen.

A nationwide network of cameras is automatically looking for their vehicle and sending alerts whenever it appears, and unlike repeated manual searches, that activity can disappear into the background noise of 17,000 monthly hotlist hits.

To be clear, I'm not claiming Temple PD is doing this.

I'm saying Temple PD hasn't provided enough information for the public to know whether it could happen, whether it has happened, or what safeguards exist to prevent it. Put another way, if it was happening, would they even know?

That's the transparency gap.

The real headline here isn't that searches went down. With all of the headlines about abuses, searches are under a lot more scrutiny.

The real headline is that the system got more than three times larger, the number of vehicles being detected more than tripled, but hotlist activity increased nearly sixfold.

If Flock's growth was only about adding cameras, the hotlist numbers should have roughly followed the camera numbers.

Maybe there are more stolen vehicles being watched. Maybe there are more investigative hotlists. Maybe there are more custom lists.

The public has no way to know, and that's exactly the problem.

Everyone's looking at the search logs.

Who's watching the hostlists?

reddit.com
u/FKDcw971r8E2XQ — 1 month ago
▲ 26 r/BellCountyTX+1 crossposts

Time for "Am I Getting Flocked?" Friday!

Temple PD and Flock Surveillance have said that your data and privacy are safe with them. That couldn't be further from the truth. All of these issues impact both license plate data AND the person-tracking Condor cameras.

- Temple PD has ~200 sworn officers, any of whom can track you without a trace. They'll only get caught if they do repeated searches with specific characteristics that can get flagged. They can just as easily add your plate to a personal hotlist among a bunch of other plates and no one would ever know.

- Temple PD shares your data with hundreds of outside agencies like the Chatham-Savannah Counter Narcotics Team or the CSX Railroad PD. There are about 140,000 active Flock users nationwide, many of which can search your movements. Temple PD is responsible for the data they collect, but there is no mechanism for them to vet any searches for legitimate law enforcement use. That's a direct violation of their own policy (426.7). CJIS and related criminal justice information policies generally require dissemination only for an authorized law enforcement or criminal justice purpose. Once data is shared with hundreds of outside agencies, Temple PD has zero ability to independently verify whether each use actually met that standard.

- As if having formal data sharing arrangements with half the country weren't enough, Flock's own marketing states that 75% of their customers share the data they have access to with other organizations, which completely escapes any logging, policy or accountability. They didn't get training, sign a policy, or have a user account. Sometimes they just share the whole credential, which effectively falsifies an audit trail.

- Flock's sales team used videos of children's gymnastics rooms as part of a sales pitch. They clearly can access customer data, and have no safeguards for doing so. Beyond creepily surveilling children, they're packaging up that data for sale back to the customers that helped them collect it.

- Flock only recently started requiring MFA to get logged into an account. Unfortunately, due to phishing and token theft, getting access to someone's online accounts is pretty trivial today.

As I've said in other posts, there's no way you can collect the movements of 200 million drivers across 20 billion plate reads a month and expect it not be abused. The question is only "are the handful of anecdotal success stories worth the mountain of uncontrolled risk?"

u/FKDcw971r8E2XQ — 1 month ago
▲ 58 r/BellCountyTX+1 crossposts

I, for one, love surveillance

Can I tell you a secret? I love surveillance. I use cameras on my home, my business, and I have added them to my car. I work hard for my home, my car and my business, and I want to protect them and my family.

Photographic or video surveillance is one of the best ways to protect your property, and I believe that the rights to life, liberty, and property are the inalienable rights that every other law is supposed to exist to protect (any Bastiat fans in the crowd?)

So why do I push back against Flock, ALPR cameras, and warrantless surveillance? Because I am not the government's property. My car is not the government's property. My movements and my "privacies of life" are not the government's property.

Those things have value, and are mine.

I know that they have value because Flock, after years of saying that they don't retain data and would never sell it, are trying to sell the data that they have retained. They were recently outed for trying to sell 5 years of traffic data back to the city that collected it for them. Not for law enforcement purposes, but to the city engineers. Flock later hastily rushed out a page explaining this new product they are making from our data after they realized that they were caught in a lie.

The thing is, Flock says that their customers own their data. That's true. Flock says they won't sell the data. That's also probably true.

Their contract language, though, makes a distinction between the customer data and the underlying footage, which they own. They also never sell anything, but they will sure as hell sell access to data without transferring ownership.

You see, the customer data they present to Temple PD is a tiny subset of the data they are collecting. They can track speeds by measuring the distance between hits. They can track consumer spending habits. They can track the antennas (Bluetooth/Wifi/4G/LTE). All of this is data that they can collect for years and package up however they want. They'd probably put the cameras in for free to collect that kind of data, but they managed to figure out a way to get them paid for via a grant intended to fight catalytic converter theft. They are genius-level grifters on the level of Niantic, the folks who made Pokemon Go, and are now pivoting to collaborating to sell the data to AI weapons systems manufacturers.

This is not crime fighting technology; it's military-level signals intelligence, and it targets citizens. If it worked to keep people safer, you can bet that they would have these cameras on every city-owned building. If you go to Temple PD or any other city-owned buildings, there are a ton of cameras and all of them are CCTV. Not a Flock in sight. I promise you, if they made the folks being watched safer, they would be used to protect the PD and City Employees first and foremost.

u/FKDcw971r8E2XQ — 1 month ago
▲ 39 r/Killeen+1 crossposts

Why is it such a big deal when an officer abuses Flock or other surveillance weapons?

Yesterday, the City of Temple released the name of the officer caught abusing the Nationwide warrantless location tracking system: Robert Clayton. He’s been with Temple PD since 2022.

Within ten minutes of his name dropping, I found his home address, family details, and what car he drives. I’m not posting it here. I believe privacy is a fundamental human right, and I believe even people who abuse those rights still deserve them, at least until due process has run its course.

But I am furious.

Here is why this matters. We live in a society that rejected mob justice because it’s counterproductive. We have laws. We have people sworn to enforce them. We delegate power to these officers, give them weapons, armor, qualified immunity, and access to information normal citizens don’t have. We call them "sworn" officers for a reason. They swear to protect the citizens who lent them that power and not abuse it.

When an officer abuses that power, society expects consequences. If a private citizen cheats on taxes, they face penalties. If an elected official does it, the consequences are harsher because they broke public trust. When a sworn officer breaks public trust, the consequences should be the harshest of all.

Clayton is not the only one. He’s just the one who got caught and he's getting scapegoated.

Look at his resignation letter. It’s written on DC Teston’s stationery. That means it was drafted by higher-ups, then handed to Clayton to sign. It wasn’t his idea. His abuse was just the most egregious one, the one that forced the department’s hand.

The technology in Flock isn’t sophisticated. It’s not magic. The AI is rudimentary and designed to look more effective than it is. It’s easy to abuse and designed to hide from accountability. It’s easy to do. And if Clayton did it, others likely did too.

The question isn’t "Why did Clayton do it?" The real question is "How many others did, and why are we only hearing about one?"

The system is broken. The department is protecting itself. And the citizens whose data was accessed without warrants are getting nothing.

If you agree, you need to speak up. If Temple PD can't be trusted with this kind of power, they need to turn it off and tear every one of the 216 cameras down. Temple doesn't need generative AI hallucinating probable cause, and it's clear that the temptation to abuse the long term warrantless tracking is too great to expect anyone to resist abusing it.

https://www.tdtnews.com/news/central_texas_news/article_93640cbf-a09a-4c98-96e7-85c1b084d8a4.html

u/Cow_Daddy — 1 month ago
▲ 357 r/BellCountyTX+1 crossposts

Did Temple PD's $430k+/year drone program cause a crash with an 18-wheeler on I-35? The city is withholding the records.

Temple PD bought subscriptions for three of these drones from Flock: https://store.dji.com/product/m350-rtk-and-dji-care-enterprise-basic, for a total of $430,650.00 PER YEAR (I did a doubletake when I saw that). The retail cost to buy these drones outright is $11,000-$15,000 each. You could buy 30 of these drones for the cost of a single year of the subscription, but notice on that link how you can't buy them in this country. We'll get to that part a little later.

On June 2nd, Temple PD launched a surveillance drone, presumably from their launch pad on top of the Parks and Rec building near Nugent. Shortly thereafter, it collided with an 18-wheeler on I-35. The driver was injured enough to be hospitalized and had no idea which hospital he went to. His lawyers are preparing to sue the city now (I sure would if the municipal police effectively drone-striked me with a 14-pound projectile like I was an insurgent). Thankfully he survived, and as far as we can tell with the minimal information available, no one else was hurt.

***Note: It's not clear from the Telegram article that this is one of the newer Flock drones. There are some hints that suggest that it was, but there is some speculation here.***

Before they even received the liability claim from the victim's lawyers, the city was already withholding records and pushing the request up to Attorney General review purgatory. Those of you who have been paying attention will notice the pattern. That's ok; eventually the truth will come out. In the meantime, the drone itself is an interesting point of inquiry.

If it was one of the Matrice 350 drones from Flock, the primary customers for models like these are the world's militaries: https://en.wikipedia.org/wiki/DJI_Matrice#Operators . Russia and Ukraine both use them against each other. Israel has been using them in Gaza. ISIS used them in Iraq. They were used in probable assassination attempts on Maduro. They are primarily designed for warfare recon and munitions delivery. Noticeably absent from that list is the US, the largest purchaser of military hardware in the world. You might ask "Why is that?"

Remember how I said earlier that you can't buy this drone? That's because they are banned in the US by the Federal Government ( https://en.wikipedia.org/wiki/DJI#US_sanctions ). They are considered to "pose an unacceptable risk to U.S. national security" by the FCC.

So why does Temple PD have them? And why are they hiding the records of the crash it caused? Did anyone here see the incident?

Source: Ian Camacho/ Temple Daily Telegram https://www.tdtnews.com/news/central_texas_news/article_7d83a50b-9135-4e08-859f-13555db202e7.html

Signed Temple PD Flock Drone Contract with Details of the Drones and the Costs: https://deflocktemple.com/resources/DFR_Contract_082825.pdf

u/FKDcw971r8E2XQ — 1 month ago
▲ 28 r/BellCountyTX+1 crossposts

If Flock Surveillance reduces vehicle thefts, does it also cause kidnappings?

The Temple Mayor has highlighted a 60.02% reduction in vehicle thefts and suggested that Flock cameras contributed to that result. (Year to date offense report: https://cms9files.revize.com/templetx25/2026\_GroupA\_YTD.pdf?t=202608031528320 )

The problem is that this claim isn't supported by the data alone.

During the same reporting period:

Vehicle thefts fell 60.02%

Stolen property increased roughly 250%

Kidnapping increased roughly 90%

Aggravated assault increased roughly 19%

If we're going to credit Flock for a decline in one category, then the same reasoning could be used to claim that increased surveillance caused kidnappings to rise.

Nobody would consider that a valid conclusion, because it isn't. It's confusing correlation with causation.

Crime trends are influenced by economics, demographics, policing priorities, offender behavior, reporting practices, and dozens of other factors. Pointing at one statistic that went down and crediting a surveillance system is not evidence.

There's another number worth looking at.

According to Temple's own arrest reporting, total offenses are down about 2%, yet arrests are down about 17%.

(2026 YTD Arrest Report: https://cms9files.revize.com/templetx25/YTD\_2026\_Arrests.pdf?t=202608031527480 )

If crime is only slightly lower but arrests are falling much faster, it's reasonable to ask whether police are actually solving and prosecuting a greater percentage of crimes.

More importantly, even if Flock occasionally helps an investigation, that's not the real debate.

The debate is whether investigative benefits justify creating a system that continuously records the movements of thousands of innocent people who are not suspected of any crime.

A growing number of governments have concluded that the answer is no. Across Texas and the United States, cities, counties, and school districts have canceled contracts, declined proposals, suspended deployments, or refused renewals after reviewing the privacy implications of Flock and similar ALPR systems. Communities cited concerns ranging from broad data sharing and retention practices to the potential for mass location tracking.

The burden should be on government to prove that expanding surveillance is necessary, effective, and consistent with constitutional rights.

A single category of crime declining after cameras were installed does not meet that burden.

That's not how evidence works, and it shouldn't be how public policy is made.

Source: Ian Camacho/Temple Daily Telegram: https://www.tdtnews.com/news/central_texas_news/article_f0f0f221-8af1-4b4a-99e6-9fb18e6a2e41.html

reddit.com
u/FKDcw971r8E2XQ — 1 month ago
▲ 481 r/BellCountyTX+1 crossposts

"I sure as hell wouldn't have voted for it": Temple's Flock ALPR cameras funded by money legislators say they never intended for warrantless surveillance

84% of Temple's Flock Safety cameras were paid for with a state grant. That's 164 of the 195 cameras now installed- and the legislators who approved that grant say they never intended the money to be used for warrantless license plate surveillance.

In a recent City Council meeting, Mayor Tim Davis got into a heated exchange with an impassioned citizen who raised the constitutionality question. His response: the cameras wouldn't have been installed if they were unconstitutional. (https://www.youtube.com/live/i4H4zCVBbY4?t=3574)

That would apparently come as news to the legislators who actually passed the funding. Rep. Brian Harrison (R-Midlothian) voted for the bill that created the fee funding the cameras, but told reporters that he had no idea it would buy ALPR cameras. He actually filed bills in 2024 and 2025 to require a warrant before police could access license plate reader data. "In a million years, I never could have even contemplated that this would be used to fund what is effectively warrantless surveillance," Harrison said. "Otherwise, I can't imagine it would have gotten unanimous support. I sure as hell wouldn't have voted for it if I knew some bureaucrat was going to redirect the money to Flock cameras."

State Sen. Carol Alvarado (D-Houston) and Rep. Jeff Leach, the bill's author, both said surveillance cameras were never discussed when the bill was considered. "I did not have that in mind when we passed the bill," Alvarado said. "When I think of combating crime, I'm thinking ... more boots on the ground, hiring more officers to tackle the crime or some type of undercover work."

The funding bill passed unanimously. The people who voted for it say they would not have, had they known where the money was going. Meanwhile, Temple residents have been getting their plates scanned without warrants for years.

Source: Ian Camacho/Temple Daily Telegram: https://www.tdtnews.com/news/central_texas_news/article_f0f0f221-8af1-4b4a-99e6-9fb18e6a2e41.html

reddit.com
u/FKDcw971r8E2XQ — 1 month ago
▲ 51 r/BellCountyTX+1 crossposts

Mayor says auto theft is down 60% because of Flock cameras. The annual reports tell a more complicated story.

I've been looking into the mayor's recent claim that vehicle theft is down 60% because of (or at least partially attributable to) Flock cameras (https://www.youtube.com/live/i4H4zCVBbY4?t=3574) , and I wanted to share what the actual Temple PD annual reports show. Not my opinion, just the numbers.

The data breakdown (population-adjusted, per 1,000 residents):

Vehicle Theft Rate per 1,000 Residents

Year Rate vs. 2020

2020- 3.97/1000 (baseline)

2021- 2.25/1000 (–43%)

2022 (Flock deployed) 1.57/1000 (–60%)

2023- 3.20 /1000 (+104%)

2024- 3.62/1000 (+131%)

2025- 2.18 /1000 (-45%)

The 60% drop is real, but here's the timing issue: it happened between 2020 and 2022, before and during the initial deployment of roughly 20 cameras. The network didn't expand to 190+ cameras until after that drop already happened.

Then:

- 2023 and 2024, the first two full years after the network was scaled up, vehicle theft got worse, not better. Rates were 104% and 131% higher than the 2022 low.

- 2025 shows improvement again, but one year of improvement doesn't prove causation, especially after two years of worsening.

- If you average the post-deployment years against pre-deployment, the average rate actually went up 15.5%, not down.

Other things worth noting:

- Temple's population grew 19.8% from 2020 to 2025. Raw numbers alone can be misleading, so this analysis uses rates per 1,000 residents to account for growth.

- Temple switched from UCR to NIBRS reporting in 2024, which records more offense detail and can make crime appear higher because more conduct is counted.

- The annual reports don't break out Flock-specific data: no hit counts, no stolen vehicle recoveries attributed to Flock, no clearance rate changes. There's simply no way to directly tie any trend to the cameras from the published documents.

- Nationally, crime has been declining across the board, with violent crime falling to its lowest level since 1969. But Temple's violent crime rate has been essentially flat, moving from 3.38 to 3.10 per 1,000.

The annual reports this is all based on:

- [2020](https://cms9files.revize.com/templetx/Police/Annual%20Reports/PDAnnualReport20\_FINAL.pdf)

- [2021](https://cms9files.revize.com/templetx/Police/Annual%20Reports/PDAnnualReport\_2021%20%282%29.pdf)

- [2022](https://cms9files.revize.com/templetx/Police/Annual%20Reports/PDAnnualReport2022\_PRINT.pdf)

- [2023](https://cms9files.revize.com/templetx/PDAnnualReport2023\_v4%20%281%29%20%281%29%20%281%29.pdf)

- [2024](https://cms9files.revize.com/templetx/PDAnnualReport2024\_print.pdf)

- [2025](https://cms9files.revize.com/templetx25/PDAnnualReport2025.pdf)

Full analysis with charts and methodology: https://deflocktemple.com/resources/TempleCrimeTrends

I'm not saying the cameras are useless. They clearly helped in at least 16 documented cases over three years. But the question is whether the citywide data supports the claim that Flock caused a 60% drop in vehicle theft. The timing doesn't line up, and the reports don't contain the specific Flock data needed to make that case.

Would love to hear from people who actually work with these reports or have access to Flock-specific solve data. What would it take to evaluate this properly?

Source: Ian Camacho/Temple Daily Telegram: https://www.tdtnews.com/news/central_texas_news/article_f0f0f221-8af1-4b4a-99e6-9fb18e6a2e41.html

reddit.com
u/FKDcw971r8E2XQ — 1 month ago
▲ 53 r/BellCountyTX+1 crossposts

The Main Problem With Temple's Flock Cameras Aren't Really About Privacy. It's About Warrantless Searches.

I think a lot of people misunderstand the constitutional issue with Flock cameras.

The debate always gets framed as "you don't have privacy in public."

That's true up to a point. If an officer sees my car driving down Adams, that's not a Fourth Amendment violation. If a camera sees my car driving down 31st, that's probably not a Fourth Amendment violation either.

The problem starts when the government creates a searchable database of where everyone has been and can go back later and search it without a warrant.

Temple's own ALPR policy says:

"Reasonable suspicion or probable cause is not required before using an ALPR."

(Temple PD ALPR Policy: https://deflocktemple.com/resources/TemplePDALPRPolicy.pdf )

Think about that for a second.

A Temple officer doesn't need probable cause. They don't need reasonable suspicion. They don't need a warrant signed by a judge.

They can search location data collected by 191 cameras in Temple and a nationwide network of more than 100,000 connected cameras.

To me, that's where this starts looking a lot less like a camera and a lot more like a GPS tracker.

A camera sees a car drive by.

A Flock search can answer questions like:

Where has a vehicle been during the last 30 days?

What church does it regularly visit?

What doctor's office?

What political events?

What friends or family does it repeatedly spend time around?

That's not observation anymore. That's investigation.

The Fourth Amendment wasn't just about privacy. It was about preventing the government from searching people's lives for evidence without first convincing a judge there was a good reason to do so.

That's why I think GPS cases and cell phone location cases are a lot more relevant than people realize.

The government has repeatedly argued that individual location observations in public aren't protected. But when you start collecting those observations, storing them, and searching them later to reconstruct someone's movements, you're talking about something entirely different.

That's exactly why the Supreme Court was concerned about historical location tracking in cases like Carpenter v. US ( https://eyesoffindiana.org/articles/carpenter-alpr-regulation-indiana ) and Katz v US (https://usconstitution.net/reasonable-expectation-of-privacy-and-the-katz-test/).

Flock supporters often say, "If you're not doing anything wrong, why worry?" Our own mayor said "I would bet that the same people complaining are the same people who are breaking the law." ( https://www.tdtnews.com/news/central\_texas\_news/article\_08cac9b8-d6e5-4103-8b0f-e868a3934e57.html )

My response is simple:

The 4th Amendment wasn't written to protect people who have something to hide.

It was written to limit what the government can do without a warrant.

reddit.com
u/FKDcw971r8E2XQ — 2 months ago

Temple officer resigned for misusing Flock. Why wasn't he charged?

A Temple police officer was reportedly allowed to resign after an internal investigation found unauthorized use of the city's Flock license plate reader system. According to KWTX, the misuse was serious enough that the officer resigned following the discovery. Meanwhile, the Temple Daily Telegram recently published the press release defending the system and repeating the familiar sales pitch that these cameras make communities safer.

What jumped out to me was this quote from the press release from the TDT article:

"The system enhances the safety of both officers and the community by allowing quick identification and resolution of potentially dangerous situations."

To me, that's the quiet part said out loud.

Notice what's mentioned first: officer safety. The entire premise of Flock is that police should have the ability to track and search the movements of ordinary people, 24 hours a day, just in case it might help them later. We're told to give up privacy because it supposedly makes everyone safer.

But where is the evidence?

Temple has expanded from roughly 20 Flock cameras to more than 190 cameras. Yet public crime data doesn't show a clear crime reduction after deployment. The analysis of the crime trends shows violent crime rates essentially flat and vehicle theft trends mixed at best after the rollout. source

Even nationally, the evidence is questionable. Atlanta, which has become one of the most heavily surveilled cities in America with thousands of Flock cameras and tens of thousands of integrated surveillance feeds, has not seen corresponding improvements in crime clearance rates according to reporting based on FBI data. If mass surveillance is the answer, why isn't the most surveilled city in the country dramatically outperforming everyone else?

And now we have exactly the problem privacy advocates warned about from the beginning: misuse by authorized users.

When a police officer allegedly abuses access to a surveillance system that tracks citizens' movements, why is resignation considered sufficient accountability?

At a minimum, the public deserves an explanation of why criminal charges were apparently not pursued. Depending on the facts developed by investigators, potential statutes that seem relevant include:

Abuse of Official Capacity (Texas Penal Code §39.02)

Official Oppression / Misconduct related offenses under Chapter 39

Breach of Computer Security (Texas Penal Code §33.02)

I'm not saying any specific charge is guaranteed to apply. That's up to prosecutors and the facts. But if an ordinary citizen improperly accessed a government database, would they simply be allowed to quit and walk away?

The larger issue is that every misuse incident demonstrates a basic truth about surveillance systems:

They don't just watch criminals. They watch everyone.

The more cameras that are installed, the more opportunities there are for abuse. No audit policy, training memo, or promise from a vendor changes that reality.

If you think public officials should be held accountable when surveillance systems are abused, contact the Temple City Council and ask:

-Why was resignation considered an adequate consequence?

-Was the case referred for criminal review?

-How many unauthorized Flock searches have been discovered since the program began?

-What independent audits are being performed?

-Why should Temple continue expanding a program that has not demonstrated a clear public safety benefit?

Temple residents deserve transparency, accountability, and evidence-based policing, not "trust us" surveillance.

What do y'all think? Should the city continue this program, or is this misuse incident proof that it has gone too far?

https://www.tdtnews.com/news/central_texas_news/article_098b249d-2a30-4d0d-a182-e556053d0d27.html

https://www.kwtx.com/2026/08/21/temple-police-department-officer-resigns-after-unauthorized-use-flock-camera-discovered/

reddit.com
u/FKDcw971r8E2XQ — 2 months ago

Does the warrantless surveillance reduce crime?

Answer: no, not really.

Reminder - If you live in Temple, you are in one of the most heavily surveiled parts of the country and your taxes are paying to have your location shared nationwide while officers are being fired all over the country for misuse.

Temple Crime Statistics - Deflock Temple

FBI study finds that Flock has almost no impact on crime in Atlanta, the surveillance capital of America.

youtube.com
u/FKDcw971r8E2XQ — 2 months ago
▲ 116 r/TempleTX

How Cops Use Flock to Track People, Not Cars

Temple (population 100k) has more cameras than Los Angeles (3.8 million population). We are in one of the most heavily surveiled places in the country, and they are expanding it every day, with no evidence that it has a measurable impact on crime. Would you rather have your every move tracked, or should that money be spent on things like working trash trucks, rebuilding Sammons, or even more human police officers?

404media.co
u/FKDcw971r8E2XQ — 3 months ago