The final test phase for AI surveillance is you

Our Take

The framing here is blunt but accurate: when a system that misidentifies people or flags the wrong car is deployed on public streets before it's fully vetted, the people driving past aren't customers or beta testers who signed up for anything — they're just collateral. Flock Safety and similar ALPR networks have expanded into thousands of towns with little independent audit of accuracy, false-positive rates, or what happens when the software gets it wrong. Verified Privacy VPN's short is a quick, useful jab at that reality, and credit to them for keeping the point tight and shareable.

What doesn't get said enough in these short-form takes is how normalized this testing-on-the-public model has become. Nobody voted to have their movements logged by a private company's camera network, yet that's the default now in a growing number of jurisdictions. The 'final test phase' framing is apt — once the infrastructure is bolted to every intersection, rolling it back is a lot harder than stopping it before install.

If you want to see how far this has already spread near you, check the map, and if you're ready to push back locally, our take-action page has concrete steps for getting these systems in front of your city council instead of just your windshield.