I posted this in another thread, and had my comment instantly flagged. Love this site.
Worth looking at how these cameras got approved in the first place. My county's ALPR interlocal passed on the consent agenda in December 2024, one block vote alongside forty other items, no discussion, and went through consent again in April 2025. Nothing was "hidden", it's just that "public" here means a 300 page agenda packet and a four hour YouTube video with no transcript, completely unreadable in practice.
So I spent a week and a half building a pipeline over what the county already publishes. It pulls the CivicPlus portal (agendas, minutes, item metadata, outcomes) and the YouTube channel, does ASR plus diarization, then aligns the transcript against the published agenda so the passage carries the item it happened under and whatever outcome the minutes recorded for it. Search is hybrid lexical and semantic, and the video is synced to the transcript so any claim can be checked against the recording.
The speaker attribution and the alignment was the hard part. Roughly two thirds of passages have no reliable name attached, and diarization gives you clusters rather than identities, so I mark confidence and basis rather than guessing a name. Alignment is very messy because the published agenda order and the order things actually get taken up diverge constantly, and the recorded outcome is often just "Approved the Consent Agenda" for an item that never got discussed. There is a labeling admin area to improve the dataset after initial collection
At my county meeting on Aug 25th (in a few days) I'm bringing up the fiscal side. Ours was approved under an item title that said no funding was required. No accounting has been done of what enforcement costs when someone takes a camera down. Prosecutor and court hours. Jail time, or just holding, if the state charges it. Lost future wages from otherwise upstanding citizens who now have a felony. None of that was in front of the commissioners when they approved it, and none of it is in front of them now.
Most counties run the same portal software and post to YouTube, so this should generalize. Code is at https://github.com/Tostino/civic-watch and the Pasco instance is at https://pasco.watch if anyone wants to point one at their own county. Happy to help if anyone wants.
A weird take. They seem oblivious to the fact that real problem is not distrust of flock, it’s distrust of the police. They are in a situation where the public just barely trusts the local police, and a new surveillance system pushes them over the edge into hostility. They need to be working to gain much more trust.
Winona, MN has a population of 20k. I've never been there, but if it's like any of the small towns I lived in, most people trust the local police. If anything, the usual small-town complaint is that the police are not doing enough about <x>, where <x> are the homeless dudes in front of the library, or package theft, or whatever.
In small towns, people distrust the federal government and big tech a lot more.
Police are bounded by evidentiary laws and warrant requirements, all of which legitimately do stand up in court. Flock is not.
So no, actually Flock itself is the problem. If Flock were willing to sign some consent decree that its data can only be accessed by police with a valid judicial warrant, for example, they probably could've headed off this entire mess.
But instead they called people "terroristic" for pushing back. Completely braindead move from the CEO.
The police have SWAT teams, guns, and jails, Flock does not. So I think the state security apparatus is a part of the problem, because if they don't like you and have access to surveillance technology, the outcomes can be far more severe than if Facebook doesn't like you, or the CEO of Flock doesn't like you.
People, broadly speaking, are totally fine with police having guns and jails.
Flock in absence of police is not that bad except for the whole "now we have no police" problem. Having police in the absence of Flock is totally fine, we've done it since forever.
But also, I dont understand all this hand-wringing. EFF has a clear easy solution [1]: Put all the data behind a Warrant. Problem solved. No trust required.
Wanna look up where a murderer drove? Go get a warrant
Wanna look up where a robbery suspect drove to? Go get a Warrant.
Divorce case hinging on one party's whereabouts on a certain date? Warrant.
I mean ALPR's have worked wonders in my town [1]. So I'll keep supporting them until we restructure all our cities to drastically reduce car speeds. Plus post 2020 police backlash, detective work has basically disappeared and clearing rates have cratered [2]. Police are now no longer able to (or are refusing to) solve crime "the old fashioned way", and the public has no real leverage to "make them do it".
So I get it, we're in the middle of a populist uprising against it, and it's nice to ride that wave of support. But behind the scenes, these two factors are driving adoption, and we'll keep coming back to it when the backlash eventually fizzles.
I say we should just use this backlash to put in the protections EFF suggests or fix the two underlying causes. Those are the options.
https://i.ibb.co/WWWYznHX/flock-future.png ;-)
Also: https://dave.autonoma.ca/blog/2019/06/06/web-of-knowledge/
https://archive.ph/VMVf6
So they will be replacing them with Axon cameras I presume?
Looks like they’re actually listening to their community, so maybe not.
I posted this in another thread, and had my comment instantly flagged. Love this site.
Worth looking at how these cameras got approved in the first place. My county's ALPR interlocal passed on the consent agenda in December 2024, one block vote alongside forty other items, no discussion, and went through consent again in April 2025. Nothing was "hidden", it's just that "public" here means a 300 page agenda packet and a four hour YouTube video with no transcript, completely unreadable in practice.
So I spent a week and a half building a pipeline over what the county already publishes. It pulls the CivicPlus portal (agendas, minutes, item metadata, outcomes) and the YouTube channel, does ASR plus diarization, then aligns the transcript against the published agenda so the passage carries the item it happened under and whatever outcome the minutes recorded for it. Search is hybrid lexical and semantic, and the video is synced to the transcript so any claim can be checked against the recording.
The speaker attribution and the alignment was the hard part. Roughly two thirds of passages have no reliable name attached, and diarization gives you clusters rather than identities, so I mark confidence and basis rather than guessing a name. Alignment is very messy because the published agenda order and the order things actually get taken up diverge constantly, and the recorded outcome is often just "Approved the Consent Agenda" for an item that never got discussed. There is a labeling admin area to improve the dataset after initial collection
At my county meeting on Aug 25th (in a few days) I'm bringing up the fiscal side. Ours was approved under an item title that said no funding was required. No accounting has been done of what enforcement costs when someone takes a camera down. Prosecutor and court hours. Jail time, or just holding, if the state charges it. Lost future wages from otherwise upstanding citizens who now have a felony. None of that was in front of the commissioners when they approved it, and none of it is in front of them now.
Most counties run the same portal software and post to YouTube, so this should generalize. Code is at https://github.com/Tostino/civic-watch and the Pasco instance is at https://pasco.watch if anyone wants to point one at their own county. Happy to help if anyone wants.
You should start with the lede:
"I built a tool to help you understand how/if your community has agreed to deploy Flock cameras. You can try it out here: [ ].
The hardest part of this was..."
Looks neat, any chance you'd be willing to share how much this costs to run?
A weird take. They seem oblivious to the fact that real problem is not distrust of flock, it’s distrust of the police. They are in a situation where the public just barely trusts the local police, and a new surveillance system pushes them over the edge into hostility. They need to be working to gain much more trust.
Winona, MN has a population of 20k. I've never been there, but if it's like any of the small towns I lived in, most people trust the local police. If anything, the usual small-town complaint is that the police are not doing enough about <x>, where <x> are the homeless dudes in front of the library, or package theft, or whatever.
In small towns, people distrust the federal government and big tech a lot more.
Police are bounded by evidentiary laws and warrant requirements, all of which legitimately do stand up in court. Flock is not.
So no, actually Flock itself is the problem. If Flock were willing to sign some consent decree that its data can only be accessed by police with a valid judicial warrant, for example, they probably could've headed off this entire mess.
But instead they called people "terroristic" for pushing back. Completely braindead move from the CEO.
I’m not sure people think that way, or even understand the details. But they see lots of stories about police officers misusing the system.
The police have SWAT teams, guns, and jails, Flock does not. So I think the state security apparatus is a part of the problem, because if they don't like you and have access to surveillance technology, the outcomes can be far more severe than if Facebook doesn't like you, or the CEO of Flock doesn't like you.
People, broadly speaking, are totally fine with police having guns and jails.
Flock in absence of police is not that bad except for the whole "now we have no police" problem. Having police in the absence of Flock is totally fine, we've done it since forever.
But also, I dont understand all this hand-wringing. EFF has a clear easy solution [1]: Put all the data behind a Warrant. Problem solved. No trust required.
Wanna look up where a murderer drove? Go get a warrant
Wanna look up where a robbery suspect drove to? Go get a Warrant.
Divorce case hinging on one party's whereabouts on a certain date? Warrant.
Speeding tickets are automatically filed anyways.
[1]: https://www.eff.org/deeplinks/2026/08/too-little-too-late-fl...
The EFF is wrong. The clear solution is NOT COLLECTING THE DATA.
There is no reason or justification for us to live in a surveillance state, "protecting" the data with a warrant doesn't cut it.
Cutting down and destroying mass surveillance equipment is a patriotic action and should be applauded.
It should be a criminal act to attempt to build a mass surveillance apparatus, whether it's for law enforcement or private use.
I mean ALPR's have worked wonders in my town [1]. So I'll keep supporting them until we restructure all our cities to drastically reduce car speeds. Plus post 2020 police backlash, detective work has basically disappeared and clearing rates have cratered [2]. Police are now no longer able to (or are refusing to) solve crime "the old fashioned way", and the public has no real leverage to "make them do it".
So I get it, we're in the middle of a populist uprising against it, and it's nice to ride that wave of support. But behind the scenes, these two factors are driving adoption, and we'll keep coming back to it when the backlash eventually fizzles.
I say we should just use this backlash to put in the protections EFF suggests or fix the two underlying causes. Those are the options.
[1]: https://www.oaklandca.gov/Public-Safety-Streets/Traffic-Safe...
[2]: https://stateline.org/2025/11/24/why-clearance-rates-dont-te...
They’re oblivious to this fact because it’s not true. Most people by a substantial margin trust their local police.
Oh no, we distrust both.