DEFLOCK Detections Development
The short version: A developer named JakeSwiz shares a behind-the-scenes look at building detection tooling for DeFlock, the community effort to map ALPR cameras.
Our Take
We don't know every technical detail packed into this video, but the headline alone tells you something important: volunteers are still writing code, testing ideas, and building better tools to help regular people spot and document automated license plate readers in their own neighborhoods. That's the quiet, unglamorous work that keeps a crowdsourced surveillance watchdog project alive and useful.
Credit to JakeSwiz for putting development work in public view. Most people never see the grind behind a project like this — the debugging, the edge cases, the attempts to make detection more reliable so that when someone drives past a Flock Safety camera, there's a better chance it gets flagged, logged, and added to the public record instead of disappearing into the background of daily life.
Tools like this matter because Flock and similar ALPR vendors rely on most of their hardware going unnoticed. Better detection methods mean more cameras get logged on our map, and more residents get the information they need to push back at city council meetings or demand transparency from local police. If you want to help turn development work like this into real accountability in your own town, check out our take-action resources.
This is DeFlock The USA’s original commentary. The video above is the work of JakeSwiz, published on YouTube — full credit to the creator.