TL;DR: On June 29, the Supreme Court held in Chatrie v. United States that pulling a person's location history is a Fourth Amendment search requiring a warrant. Flock's license plate cameras, the ones running in counties across the state, build the same location map, one plate read at a time. So on July 4, I filed public records requests with Sheriffs Grady Judd (Polk), Gregory Tony (Broward), and John Mina (Orange) demanding two records: their Flock query logs since the ruling, and the warrant ledger authorizing those queries. A matching ledger proves they overhauled protocols over a holiday weekend. A zero ledger is a confession. A letter certifying no ledger exists is a bigger one.

If you drive in Florida, Flock cameras have photographed your plate. Agencies across the state run them. Every read gets a timestamp and a location, and the reads stack into a map of where you go. Church, gun store, dispensary, your ex's street, the clinic. Deputies can query that map going back months. Until June 29, they did it without warrants and called it routine.

Then the Supreme Court decided Chatrie. Six to three, Kagan writing. Pulling a person's location history is a Fourth Amendment search, because you keep a reasonable expectation of privacy in the record of your movements even when a third party stores the data.

Law enforcement is reading Chatrie as a cell phone case. Wrong file. ALPR networks build the same comprehensive location histories, one plate at a time. Their lawyers will argue the ruling covers Google's servers, not Flock's cameras. The logic doesn't care whose server the map lives on.

Why these three sheriffs

Broward and Orange are two of the biggest surveillance hubs in the state. Polk is Grady Judd, who holds a press conference when a shoplifter sneezes. A man that committed to law and order should have no trouble producing his warrant paperwork.

I filed on July 4 on purpose. It's a Fourth Amendment audit. The calendar cooperated.

What I asked for

Not plate reads. Not pictures of your car. Florida law exempts those, and the requests concede the exemption up front. Dropping an exempt column from a database export takes their IT person five minutes.

The requests target two records under Chapter 119, Florida's public records law:

1. The audit logs. Timestamps, user IDs, and justification codes for every Flock query since June 29.
2. The warrant compliance ledger. The internal record of judicial warrants authorizing those location queries.

The trap

Door A: They produce logs and a matching warrant ledger, proving they rebuilt their query protocols over a holiday weekend, days after a Supreme Court ruling.

Door B: They produce logs showing thousands of queries next to a warrant ledger that reads zero. Their own records custodians document, in writing, on letterhead, the scale of warrantless location tracking they kept running after the Supreme Court called it a search. Every public defender in Florida gets a pre-built exhibit for the next motion to suppress.

Door B has a trapdoor. The likeliest response isn't a thin ledger. It's a custodian certifying no responsive records exist. An agency stating in writing that it has no warrant compliance ledger is admitting it has no warrant compliance process. The "no records" letter is the finding.

Who I am

The guy whose Bible challenge forced DeSantis to narrow his own book-challenge law. The state named me personally as the reason. Before that, my records work in Deerfield Beach put commissioners in handcuffs.

Institutions don't respond to outrage. They respond to constraint. Power survives silence. It dies in writing.

Your sheriff runs Flock too. The clock on these three started July 4. I'll post what comes back.

TL;DR: On June 29, SCOTUS ruled in Chatrie that pulling someone's location history is a Fourth Amendment search. Warrant required. Flock's license plate cameras build the same location map, one plate read at a time. So on July 4th I filed public records requests with three major Florida sheriff's offices demanding two documents: every ALPR query since the ruling, and the warrant ledger authorizing them. A matching ledger proves they overhauled protocols over a holiday weekend. A zero ledger is a confession. A letter certifying no ledger exists is a bigger one.

If you're new here: I run a methodology I call The Stevens Method. Take an institution's own rulebook, apply it with precision, and let the paperwork do the arguing. It's how my Bible challenge broke Florida's book ban, how I helped put three elected officials behind bars, and how church banners came off school property.

I build things that work.

Same method, new target. The FOIA playbook now extends to the ALPR dragnet: Flock, Axon, Motorola, and every agency running the scheme. It's under active development and you're welcome to build it with us. Suggestions welcomed.

The project itself is F.U.C.K., the Fixed Urban Capture Kit. Open source sousveillance. We use facial recognition and public data to mirror warrantless police surveillance logic back at the political class that authorized it.

Here's the step we took this week.

On June 29, the Supreme Court dropped a logic bomb named Chatrie v. United States. Six to three, Kagan writing. The Court held that pulling a person's location history from Google is a Fourth Amendment search, because you keep a reasonable expectation of privacy in the record of your movements even when a third party stores the data. Particularity and probable cause got kicked back down for another round. Doesn't matter for this play. The load-bearing holding is set: this category of query is a search, and searches need warrants.

Stop there. That's the entire premise. Searches need warrants.

Law enforcement is filing Chatrie under "cell phones." Wrong drawer. ALPR networks compile the same comprehensive location histories, one plate read at a time. Their lawyers will argue the ruling covers Google's servers, not Flock's cameras. The logic doesn't care whose server the map lives on. An agency running bulk retrospective location queries without warrants today isn't executing law enforcement. It's compiling a constitutional error.

Cue The Stevens Method.

Ambiguity is unmanaged state. I loathe disorder, so I ran a synchronized comparator test to force the system to declare itself.

On July 4, I filed engineered Chapter 119 public records requests (here, here, and here) with two major metro surveillance hubs and the loudest "law and order" media operation in Florida: Sheriffs Gregory Tony (Broward), John Mina (Orange), and Grady Judd (Polk). Filed on the Fourth on purpose. It's a Fourth Amendment audit. The calendar was sitting right there.

Most people chuck a grenade when they file a records request. This method uses a scalpel.

We didn't fish for plate reads or pictures of cars. We asked for the administrative metadata that must exist if they're following the law. The magic phrase is "records sufficient to show," pointed at two backend assets:

1. The system audit logs. Timestamps, user IDs, and stated justification codes for every Flock query executed since the June 29 decision.
2. The warrant compliance ledger. The internal tracking record of the judicial probable-cause warrants authorizing those retrospective location queries.

Now the bureaucratic feedback loop.

A cornered bureaucracy stops processing records and starts managing the requester. The standard tool is a monster fee estimate for "labor." Not my first rodeo, so the patch shipped with the request. We conceded the statutory exemptions covering citizen plate numbers and imagery up front and instructed the agency's IT department to export the query to CSV with the exempt columns omitted. Dropping a protected column from a SQL export takes a database administrator five minutes. A four-figure invoice for a five-minute data dump becomes its own diagnostic data point.

The trap is bilateral:

• Door A: They produce audit logs and a matching warrant ledger, proving they overhauled their query protocols over a holiday weekend, within days of a Supreme Court ruling.
• Door B: They hand over logs showing thousands of warrantless Flock queries next to a warrant ledger that reads zero.

Door B means their own records custodians document, in writing, on letterhead, the scale of warrantless location tracking they kept running after the Supreme Court said this category of surveillance is a search. Every public defender in the state gets a pre-built exhibit for the next motion to suppress.

And Door B has a trapdoor.

The likeliest answer to the ledger request isn't a thin ledger. It's a custodian certifying that no responsive records exist. An agency stating, in writing, that it has no warrant compliance ledger is an agency admitting it has no warrant compliance process. I don't need to run the subtraction. The "no records" letter is the finding.

Institutions don't respond to outrage. They respond to constraint. Power survives silence. It dies in writing.

Let's see what their logs say.

Full breakdown, including the fee-wall countermeasures and what sits behind each door, is on my profile. I'm building the whole methodology into a free ALPR field manual so you can run this audit on your own sheriff. Free as in free.

(Deep-dive pinned posts on my profile have the receipts, so as not to spam here.)

TL;DR: On June 29, SCOTUS held in Chatrie that pulling location history is a Fourth Amendment search. Warrant required. Flock's ALPR network builds the same location map, one plate read at a time. So, on July 4th I filed Chapter 119 requests with three major Florida sheriff orgs demanding two records: the ALPR (Flock) query logs since the ruling, and the warrant ledger authorizing them. A matching ledger proves a holiday-weekend overhaul. A zero ledger is a confession. A letter certifying no ledger exists is a bigger one.

Some of you know my methodology. I call it The Stevens Method. Take an institution's own rulebook, apply it with utter precision, and let the paperwork do the arguing. That's how my Bible challenge nuked Florida’s book ban, how I helped put three elected officials behind bars, and got church banners yanked off school property.

I build things that work.

This time, same method, new target; my FOIA playbook will extend to the ALPR dragnet: Flock, Axon, Motorola, and every agency running the scheme. It's under development as we speak, and you're welcome to come build it with us. Suggestions welcomed.

For the new folks: F.U.C.K. (the Fixed Urban Capture Kit) is my open source sousveillance project. We're going to use facial recognition and public data to mirror warrantless police surveillance logic back at the political class that authorized it.

This week, we’re taking a big step for mankind. And to do that, we’ll take a little step backward.

On June 29, the Supreme Court dropped a logic bomb named Chatrie v. United States. Six to three, Kagan writing, the Court held that pulling a person's location history from Google is a Fourth Amendment (4A) search, because you keep a reasonable expectation of privacy in the record of your movements even when a third party stores the data. The Court kicked the particularity and probable cause questions back down for another round. Doesn't matter for this play. The sticky-point is set: this category of query is a search, and searches need warrants.

Hold there, that’s the entire premise … searches need warrants.

Law enforcement is reading Chatrie as a cell phone case. Er, wrong file. ALPR networks build the same comprehensive location histories, one plate read at a time. Their lawyers will argue the ruling covers Google's servers, not Flock's cameras. Er, we’ll see about that. IMO. the logic doesn't care whose server the map lives on. An agency now running bulk retrospective location queries without warrants isn't executing law enforcement; they’re compiling a constitutional error.

Cue The Stevens Method

Ambiguity is unmanaged state. Loathing disorder, I’ve executed a synchronized comparator test to stress test the system.

On July 4, I filed engineered Florida Chapter 119 public records requests (here, here, and here) with two major metro surveillance hubs and the loudest "law and order" media operation in Florida: Sheriffs Gregory Tony (Broward), John Mina (Orange), and Grady Judd (Polk). Filed on the Fourth on purpose, as it’s a 4A audit, and like Mars in retrograde, the calendar lined up perfectly.

Most folks chuck a grenade when filing a PRR, here at The Stevens Method, we use a scalpel.

To wit, we didn't go fishing for plate reads or pictures of cars. We asked for the administrative metadata that must exist if they're following the law. The magic phrase is "records sufficient to show," and we pointed it at two backend assets:

1. The system audit logs. Timestamps, user IDs, and stated justification codes for every Flock query executed since the June 29 decision.
2. The warrant compliance ledger. The internal tracking record of the judicial probable-cause warrants authorizing those retrospective location queries.

^(Cue The Bureaucratic Feedback)

A cornered bureaucracy stops processing records and starts managing the requester, and the standard tool is a monster fee estimate for "labor." Not our first El Rodeo, so we wrote the patch for that bypass in advance. Conceding the statutory exemptions covering citizen plate numbers and imagery up front, we instruct the agency’s IT department to export the query to CSV with the exempt columns omitted. Dropping a protected column from a SQL export takes a database administrator five minutes. A four-figure invoice for a five-minute data dump becomes its own diagnostic data point.

The trap is bilateral:

• Door A: They produce audit logs and a matching warrant ledger, proving they overhauled their query protocols over a holiday weekend, within days of a Supreme Court ruling.
• Door B: They hand over logs showing thousands of warrantless Flock queries next to a warrant ledger that reads zero.

Door B means their own records custodians document, in writing, on letterhead, the scale of warrantless location tracking they kept running after the Supreme Court said this category of surveillance is a search. Every public defender in the state gets a pre-built exhibit for the next motion to suppress.

Door B has a trapdoor.

The likeliest answer to the warrant ledger request isn't a thin ledger. It's a custodian certifying that no responsive records exist. An agency stating, in writing, that it has no warrant compliance ledger is an agency admitting it has no warrant compliance process. I don't need to run the subtraction. The "no records" letter is the finding.

Institutions don't respond to outrage. They respond to constraint. Power survives silence. It dies in writing.

Let's see what their logs say.

Full breakdown, including the fee-wall countermeasures and what happens behind each door, can be found via my profile page. I'm building the whole methodology into a free ALPR field manual so you can run this audit on your own sheriff. Free as in free.

(The deep-dive pinned posts on my profile have the receipts, so as not to spam here.)

FLOCK is Flock Safety, the private company whose license plate cameras blanket Florida. Every pass gets logged — plate, time, place — and sixty million reads later, your local sheriff has a searchable map of where everyone's been, no warrant required. F.U.C.K. (the Fixed Urban Capture Kit) is my answer: an open-source pipeline that runs the same logic in reverse — facial recognition, public data only — pointed exclusively at the politicians and sheriffs who authorized the dragnet. If tracking your movements without a warrant is fine, it's fine for them too. They built the doctrine. We just changed the target.

Which brings us to Chatrie.

The Supreme Court just ruled that pulling your location history is a Fourth Amendment search. Chatrie v. United States. Six to three. Kagan wrote it.

So, on the Fourth of July — because it's a Fourth Amendment audit and the calendar was right there — I filed synchronized records requests on Florida's three loudest sheriffs: Tony, Judd, Mina.

I asked each of them for two documents. Together, they form a subtraction problem.

The full play drops on Monday.

It. Is. Glorious.

FLOCK is Flock Safety, the private company whose license plate cameras blanket Florida. Every pass gets logged — plate, time, place — and sixty million reads later, your local sheriff has a searchable map of where everyone's been, no warrant required. F.U.C.K. (the Fixed Urban Capture Kit) is my answer: an open-source pipeline that runs the same logic in reverse — facial recognition, public data only — pointed exclusively at the politicians and sheriffs who authorized the dragnet. If tracking your movements without a warrant is fine, it's fine for them too. They built the doctrine. We just changed the target.

Which brings us to Chatrie.

The Supreme Court just ruled that pulling your location history is a Fourth Amendment search. Chatrie v. United States. Six to three. Kagan wrote it.

So, on the Fourth of July — because it's a Fourth Amendment audit and the calendar was right there — I filed synchronized records requests on Florida's three loudest sheriffs: Tony, Judd, Mina.

I asked each of them for two documents. Together, they form a subtraction problem.

The full play drops on Monday.

It. Is. Glorious.

Tomorrow everybody breaks out the sparklers, watches the fireworks, maybe gives a quiet nod to 250 years of the scary experiment, and goes back to their business. That's their right. That's the whole point.

Let me tell you about the guys who bought that right for my family.

https://preview.redd.it/imfftefyw2bh1.png?width=946&format=png&auto=webp&s=53fade77b8d1ebff5537d6603414ef960ea5dab6

Uncle Ralph was a U.S. Army mechanic who fought in Burma. Look up the Battle of Kohima — no quarter, hand-to-hand, the most vicious combat of the war. He came home and never talked about it.

https://preview.redd.it/rh3awnb0x2bh1.png?width=946&format=png&auto=webp&s=13c85a268ec385f23303b86681369d424477b5a1

Uncle Ray rode with Patton. Tip of the spear. The Bulge. Bastogne. Came home with shrapnel still in him. My mom said he screamed in his sleep.

Those men right there? The rightest of the right stuff.

I grew up with these gents, off the grid in northwest New Jersey, sitting at their table, listening. Ray's son fought in Vietnam. His son fought in Desert Storm. My mom's side goes back to the Revolutionary War, fighting for us.

That's the blood.

It took a weird turn with me. I got the right stuff — just the weird right stuff.

I don't carry a rifle. I carry a printer, a records request, and the annoying habit of reading legislation all the way to the end. For over a decade I've used those skills to hold government accountable: Arabic "In God We Trust" posters into Texas schools (the statute never said English — I checked, twice), the Bible challenged under Florida's own book-ban law (DeSantis rewrote his own statute), Klingon Ten Commandments headed to spec under the Fifth Circuit's new mandate.

https://preview.redd.it/uhxzow9ax2bh1.png?width=1456&format=png&auto=webp&s=62baf0c18f5e53159e7fefbbb5e6fd1c91efe86d

Every time, the internet coughs up the same troll: "Why do you bother? You must have too much free time." That's not a question. That's projection — people wondering why they don't.

The one that always stops me cold? "Why do you care," I am asked.

What. The. Actual. Fuck?

Here's why I bother. Because Uncle Ralph didn't talk about Burma so that I'd have the luxury of not caring. Because the Constitution sits a couple hundred feet from where I used to live in D.C., and it's not a museum piece. It's a working document. Working documents need testing.

Go see it for yourself. It's right there, right in front of your eyes.

So I wrote up the method — why the posters look simple on purpose, why the sign is the receipt and not the point, why every rule applied without favoritism reveals the favoritism it was designed to protect.  

https://preview.redd.it/xdhlkqkdw2bh1.jpg?width=1456&format=pjpg&auto=webp&s=f911620942c4f7446728cdac0ebb8758459d480c

Homage to my uncles, in my own way.

For me it's not just July 4th. It's every day of the year.

Full writeup's on my profile if you want the receipts.

https://preview.redd.it/3wbv2gz3quah1.png?width=982&format=png&auto=webp&s=f53515ee0fff4e1df0b2c7100ec1bedc1a4ba8c0

I once filed a formal book challenge against a book, the Trump Bible, I wrote myself. Why did I do this? Florida formerly rewrote its book-ban statute, and DeSantis named me in the press release, so I tried for a repeat!

That's the method in one move.

Thirty-plus years of it. I'm Chaz Stevens, Deerfield Beach, Florida. Pro se litigant, public records obsessive, and the guy behind the Pabst Blue Ribbon Festivus poles at six state capitols. The whole practice runs on one idea: take an institution's own written rules, apply them literally, without the favoritism those rules were built to protect, and let the institution's response do the confessing.

Some receipts:

• Sued to block Trump from the 2024 Florida ballot, pro se, in 2022.
• Filed felon-registration complaints the week the conviction landed.
• The Trump Bible challenge above. Beautiful artwork, if I must say.
• Latest: Consentivus, beer-can pole artwork aimed squarely at Trump and the Epstein connection, permitted and installed at the Wisconsin Capitol. Permit signed by the Capitol Police chief in 48 hours. Journal Sentinel coverage

People call it chaotic. Fine. It's also legally grounded, documented, and public, top to bottom. The permits are real. The filings are real. The rewritten statutes are real.

You can learn more, if you're so inclined, on my profile page.

Found this sub last week and I'm genuinely glad it exists. Pull up a chair. I brought thirty years of receipts. Happy to be among my people.

They keep writing the rules. I keep reading them.

This spring, residents at Parker Apartments, in Pahokee, FL , were condemned out of their homes. Around 40 people, about 20 families, got ten days to pack before the fence and the bulldozers. Inspectors found units with no doors, no windows, no power, no running water, exposed wiring, open electrical boxes, and tenants running extension cords through the hallways to keep the lights on. The landlord had been collecting around $750 a unit, every month, in one of the wealthiest counties in the country. Prior inspections had already documented problems. The building was known. (Palm Beach County's own mayor called the conditions "atrocious.")

This is not a freak accident. It's what happens when tenants have no safe way to report, so nobody reports until it's a demolition story.

Here's the trap.

Florida banned anonymous code complaints with Senate Bill 60 in 2021. When you file, your name and address go on the record. Then Chapter 119, the public records law, makes that record public. Your landlord sends the city a one-paragraph records request and gets your name. In a small town where the landlord owns half the block, filing under your own name is a survival calculation, not a form.

So people don't file. The building rots on schedule.

What actually protects you:

The tools exist and they are strong. Florida's Chapter 162 lets code boards and special magistrates impose daily fines, record liens, order repairs, and even make the repairs and bill the owner. Most cities use that authority like a paperweight. You make them pick it up by building a case, not making one desperate call.

Document on a cadence. Photos with dates. Specific conditions. Every text and email to your landlord, logged. The goal is a record that turns "the city did its best" into "the city had documented notice on these dates."

Cite the code, not your feelings. Not "this is bad." Reference the specific violation and §162.06's ongoing-violation language. Request a code-board hearing by name.

Check whether your city accepts third-party or agent-filed complaints before you file under your own name. Many Florida counties do, which keeps your name off the public record. Some refuse. Palm Beach County, the same county that just lost Parker, is one of the holdouts. Tenant unions, legal aid offices, and some nonprofits can file on your behalf where it's allowed.

The landlord at Parker didn't win because he was powerful. He won because nobody made it expensive enough to lose.

Hey r/NewBritain and Nutmeg'ers —

I'm not here to start a culture war. I'm here because your city's own emails are a problem, and you should see them.

Quick intro. I'm a First Amendment activist and an ordained minister of the Church of Satanology and Perpetual Soirée. I'm not a Satanist. Satanology is a constitutional stress test. The rule is simple: if a government opens public property to one religion, it opens it to all of them — or it closes the door for everyone. That's not my opinion. That's a unanimous Supreme Court ruling, Shurtleff v. Boston, 2022.

It started in Hartford. Easter Sunday 2025, the City Council voted 7–2 to fly a Christian flag at City Hall. The two no votes were lawyers. They told their colleagues this was a trap. They got outvoted.

So I wrote Mayor Arulampalam and asked for my flag under the same terms — Satanology: Satan Loves the First Amendment. NBC Connecticut covered it. The Friendly Atheist covered it.

Hartford's defense made it worse. Their own ordinance says the flagpole is not "a forum for free expression" — which makes flying a Christian flag there harder to defend, not easier. That's the kind of self-own that keeps First Amendment lawyers warm at night.

Then I sent the same offer to New Britain, Waterbury, Torrington, and Bridgeport. Fly my flag, or close the forum.

Then I filed a public records request with your city. Here's what came back.

New Britain has been raising flags at Central Park for years. The emails cover 2019 to 2024. Mayor Erin Stewart and the Director of Support Services signed off on raisings for Caribbean-American Heritage Month, the African American flag, the Christian flag — more than once, including Easter — the Irish flag, the Greek flag (AHEPA / St. George Greek Orthodox), and the Assyrian New Year flag. Routine approvals. No drama. Open forum.

That's the legal problem. Once a city opens the forum to ethnic, cultural, and religious flags, it can't start picking winners by viewpoint. The Supreme Court said so, 9–0. So New Britain has two choices: fly the Satanology flag on the same terms as the Christian flag, or take the flagpole away from everyone.

This was never about Satan. It's about whether "equal treatment" means anything.

I've run this play before. In Broward County, Florida, schools put up church banners and rejected mine. I sued. The board banned all religious signage rather than let me in. That was the win. Everybody, or nobody.

Connecticut's already twitching. Waterbury's mayor floated banning all religious flags just to keep mine out — which set off the Christian groups, who then decided LGBT flags should go too. One flag request. Total chaos. You're welcome.

Here's why I'm posting. I want a New Britain resident to co-apply for the flag raising, or just partner locally. Courts pay attention when there's a local plaintiff. You don't have to be an atheist or a Satanologist. You just have to care that the Constitution means what it says.

If that's you — or you've got questions — drop a comment or reach me at revolt.training.

Equal access for all, or access for none. That's the only offer on the table.

The Government Has FLOCK. I’m Here to Introduce F.U.C.K.

Some of you, well about 250,000, caught my post late last week. Short version: when the government writes vague, lazy law, I want to hold up a mirror and apply it evenly—using only public data and the Florida's own metrics.

I'm opening it up to a r/iAMA. Mostly to raise awareness, partly because I genuinely want feedback—it's early and I'd rather have it torn apart now than later.

Goes live at 12:00 PM EST. I'll join the thread at 12:30 PM EST and stick around about two hours. Ask me anything—the principle, the legal strategy, or why I do this at all.

The Government Has FLOCK. I’m Here to Introduce F.U.C.K.

Nearly 225,000 on this subreddit saw my post late last week on turning the Florida’s own vague "association" standards back on itself using public records. The response told me this is worth opening up.

So I'm running an r/iAMA. The goal is awareness, and honestly, feedback—this is still on the drawing board and I want it stress-tested by people who actually understand surveillance overreach.

Bring the hard questions: public-records collection, Chapter 119, the void-for-vagueness theory, the technical pipeline, all of it.

AMA goes live at 12:00 PM EST. I'll be in the thread answering from 12:30 PM EST for about two hours. Drop questions early and I'll work through them.

Down here, automated license-plate cameras (FLOCK) track where ordinary people drive — all day, no warrant. Florida agencies can even ping a national network and pull camera data from the other side of the country, still no warrant. Meanwhile the legislature just lowered the bar for tagging someone as a gang associate: from four documented "interactions" down to two, plus vague new social-media criteria. (One version even lets a spouse's say-so count.) It takes effect October 1.

Here's the hole: the law never actually defines "associates with" or "in the company of." There's no measurable standard. So an autonomous system scrapes public photos and events of state politicians and scores them against the exact criteria the statute implies — the same logic the cameras apply to us.

With apologies to George Carlin, allow me to introduce REVOLT’s Fixed Urban Capture Kit (F.U.C.K.), powered by S.H.I.T. — the Spatial Heuristic Intelligence Tracker. The idea is simple: take their own sloppy logic about “association” and proximity and apply it right back to them using nothing but public photos and public records.

Then I filed public-records requests with 30 sheriff's offices asking for the instruction manual: How close in a photo counts as an "observation"? What's the written definition of "associates with"? Is there a carve-out exempting elected officials from their own rules?

Two ways this goes. They hand over the criteria, and I run it on their own public appearances. Or they admit no written standard exists — and every public defender in the state gets fresh proof the law is arbitrary.

If you think this is just shit-stirring, you’re half right — but it ain’t hypothetical. LeX is already live and has already been used in my pro se federal litigation. I’m also the guy who made DeSantis rewrite the book ban law by demanding they chuck the Bible, planted the six-foot PBR Festivus pole in the Florida Capitol rotunda, and sent 25,000 Arabic “In God We Trust” signs to Texas.

I've got this all written up over on my profile page.

Calling the city to report a slumlord doesn't work. They route your voicemail to a spreadsheet nobody checks.

If you want action, you have to use tactical textualism. You have to engineer procedural pain and make inaction politically expensive.

Look at Parker Apartments in Pahokee, Florida. The city let a landlord collect rent on units with no doors and no running water until the building had to be condemned, putting 40 people on the street with ten days' notice.

Don't wait for your building to be condemned. Here is the blueprint:

1. Pull the municipal code: Find the sections governing minimum housing standards.
2. Cite Chapter 162: Write a complaint citing the specific local ordinance paired with Florida Statute §162.06.
3. Demand a hearing: Do not ask them to "look into it." Explicitly write: "Pursuant to §162.06(1), I am requesting a hearing before the code enforcement board."
4. Track the paper trail: Document every ignored inspection and unlevied fine.

When you quote their own code section numbers, you force the bureaucracy to respond in writing. Every elected official who chooses to ignore a documented violation is making a recorded choice.

At Parker Apartments in Pahokee, Florida, tenants shared electricity the way shipwreck survivors share a life raft. Units lacked exterior doors. The wiring was exposed.

The landlord collected roughly $750 per unit, per month. He treated failed inspections and warnings as a cost of doing business.

Under Florida Statute §162.09, the local government had the authority to order repairs, issue daily fines into the thousands, and foreclose on unpaid liens. They deployed exactly none of this arsenal.

Instead, the system waited. When the building became too dangerous to ignore, the fire marshal condemned it. Forty residents were handed ten days to vacate. The intended malicious friction landed entirely on the poor.

To make it worse, Palm Beach County is currently the only jurisdiction in the state that categorically refuses third-party code complaints—meaning they block the exact filings that expose these slumlords early.

We are currently exploring a federal civil rights lawsuit (42 U.S.C. §1983) against Palm Beach County for obstructing the right to petition the government.

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The State Has FLOCK. I’m Here to Introduce F.U.C.K.

Police agencies love a good dragnet. They love dropping FLOCK ALPRs on every street corner, silently tracking the daily commutes of regular citizens without a warrant.

In the exact same window they were expanding these camera networks, Florida lawmakers quietly dropped the threshold for tagging citizens as "gang associates." It used to take four documented interactions. Now it only takes two, plus some incredibly vague new social-media criteria.

The statute never formally defines "associates with" or "in the company of." There is no measurable standard anywhere in the text.

So, I chose to aim that exact same surveillance logic back at the politicians. If the state wants to use automated networks and sweeping association laws to build databases, I am going to hold them to their own standard.

Allow me to introduce the Fixed Urban Capture Kit (F.U.C.K.).

It runs on ACODE (the Automated Co-Occurrence Detection Engine). It’s an open-source pipeline utilizing three autonomous agents to essentially build a FLOCK network for politicians' faces.

• Kenny scrapes high-res photo dumps from official sheriff portals, campaign websites, and VIP donor galas.
• Kyle isolates the faces in the crowds and extracts 512-dimensional ArcFace vector embeddings.
• STAN indexes those embeddings in a local Qdrant database and runs cosine similarity checks to see exactly who the political class is drinking with.

A camera lens flattens 3D space into a 2D photograph. Someone standing fifteen feet back in a crowd looks like they're whispering in the sheriff's ear. Because the law sets no spatial limit for "associating with," STAN just runs the bounding-box math. Two vector matches in close proximity, and the system logs an official association.

But a machine learning pipeline requires clean training data. To feed the system and bypass police redactions, I filed a targeted wave of Chapter 119 public-records requests aimed directly at the agencies' own image vaults.

• The Legislature: High-res headshots, committee broadcast stills, and event archives. They operate in a civil capacity, so no "active criminal intelligence" exemption applies.
• The Sheriffs: Official headshots and directory imagery for executive command staff (Captain and above). Limiting it to public-facing brass neatly bypasses their undercover-identity exemptions.
• The PIOs: Unedited camera rolls and staging directories from community outreach events. Police Information Officers already blast these images across social media, which legally waives any claim of investigative confidentiality.

I demanded the native file formats with the original EXIF and IPTC metadata intact. The raw file off a PIO's camera retains the original timestamp and GPS coordinates. If they scrub it, they violate their statutory duty to produce records in the requested native format.

Finally, to tune the AI, I filed records requests with 30 sheriff's offices asking for their instruction manual. How many pixels of proximity in a photo counts as an "observation"? What's the written, operational definition of "associates with"? Is there a written carve-out exempting elected officials from their own rule?

There are only two ways this plays out.

Either they hand over the criteria, and I hard-code their exact rules into ACODE to run against their own public appearances. Or, they legally certify that no written standard exists, handing every public defender in the state fresh proof that the gang law is unconstitutionally vague and based purely on unwritten police vibes.

I'm not pro-gang. I'm pro applying the law equally to everyone.

We're refining the vector matching engine now and preparing to open-source the tool.

P.S. If you think this is vaporware, I already have the cousin of this up and running. My LeX Insight system is live right now, autonomously interrogating elected officials' social media feeds for First Amendment violations under Lindke v. Freed. I build things that actually work.

Read the full breakdown on my Substack here.

If you follow Fourth Amendment jurisprudence, you know that police need Reasonable Articulable Suspicion (RAS) for a Terry stop and Probable Cause (PC) for an arrest. But the state of Florida is currently building an intelligence dragnet designed to sidestep those requirements entirely by weaponizing administrative labels.

The legislature recently passed HB 429, which quietly lowered the evidentiary bar for classifying a citizen as a gang "associate" and entering them into state law enforcement databases. Previously, it required four documented "interactions." Now, it only requires two.

Here is why this is a massive Fourth Amendment issue: you do not need to be suspected of a crime for this label to be applied.

The Mechanics of the Dragnet The state is combining ubiquitous surveillance (like automated FLOCK license-plate readers) with incredibly vague statutory language.

The law allows police to classify you as an associate if you are observed "in the company of" or "associating with" known individuals twice. But the statute never actually defines those terms. There is no measurable standard for what constitutes an "observation."

• Is it standing next to someone at a public park?
• Is it your car being photographed by a FLOCK camera driving down the same street?

Because the standard is entirely subjective, it allows police to build a database on citizens who are merely exercising their First Amendment right to exist in public spaces, completely bypassing the need to establish RAS of a crime. Once you are in that database, that administrative label will be used as pretext to manufacture RAS for future stops.

The Public Records Trap Vague laws allow for arbitrary detentions. To fight this, I built an autonomous system that scrapes public photos of the politicians who wrote this law and scores them against the exact same vague criteria the cameras apply to us.

Simultaneously, I am filing constraint-based public records requests with 30 Florida Sheriff's Offices. I am asking for their administrative instruction manuals:

1. What is the written, procedural definition of "associates with"?
2. How close in a photograph counts as an "observation"?
3. Is there a written policy exempting off-duty officers or elected officials from being entered into the database based on these same observational criteria?

The Goal Law enforcement will have to make a choice on the record.

Either they provide the objective criteria—which I will then run against their own public appearances—or they admit in writing that no objective standard exists. If 30 sheriff's departments admit on paper that applying the gang label relies entirely on subjective officer discretion, it hands every defense attorney in the state documented proof that the database is arbitrary, and stops based upon it are fruit of the poisonous tree.

(I’ve documented the architecture of the system and the actual public records request templates over on my Substack. Feel free to use them if your state is trying to pull a similar end-run around the Fourth Amendment. You can learn more on my Reddit profile page.)

In Florida, law enforcement is quietly building an intelligence dragnet that entirely bypasses due process. Automated license-plate readers (FLOCK cameras) track ordinary citizens all day without warrants, and the legislature just handed cops the final piece of the puzzle: they lowered the statutory bar for labeling someone a gang "associate" from four documented interactions down to just two.

Here is the operational loophole the police are relying on: the statute never actually defines what "associates with" or "in the company of" means. There is no measurable, objective standard. It relies entirely on a cop's subjective discretion.

The Trap: Cops love vague laws because it makes the paperwork easy. So, I built an autonomous system to scrape public photos and events of the state politicians who wrote the law, scoring them against the exact same vague criteria the cameras and cops apply to the public.

Simultaneously, I filed constraint-based public records requests with 30 different sheriff's offices. I am demanding the administrative instruction manuals:

• How close in a photograph counts as an "observation"?
• What is the written, procedural definition of "associates with"?
• Is there an explicit carve-out exempting elected officials or off-duty officers from their own rules?

The Checkmate: By forcing this through the public records framework, law enforcement has to choose between two highly damaging outcomes.

1. Hand over the goods: I feed their exact administrative rules into my system and run it against their own public appearances, police union events, and political fundraisers.
2. Admit no standard exists: This is the real goal. If 30 sheriff's departments put in writing that they have no objective standard for applying a gang label, every public defender in the state gets fresh, documented proof that the database is arbitrary and unconstitutional.

I'm not doing this because I'm pro-gang. I'm doing this because police shouldn't get to use administrative labels to do an end-run around the Fourth Amendment. Make them eat their own paperwork.

(I’ve got the full breakdown of the system and the ongoing records requests over on my Substack for anyone who wants to replicate the method in their own state). You can learn more on my profile page.