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A Flock Camera Misread One Letter. Police Drew Guns on a Family.

Codes and Circuits · 3 hours ago

The short version: Codes and Circuits breaks down how a single misread character on a Flock ALPR turned a routine drive into a felony traffic stop.

Our Take

One digit. That's all it took to turn an innocent family's commute into a felony stop with guns drawn. Codes and Circuits does the math on this one, and it's the kind of math Flock Safety doesn't put in its marketing decks: a 96% accuracy rate sounds great until you realize that's rolled seven times over on a single plate read, once per character. String those odds together and "96% accurate" starts looking a lot more like a coin flip on whether an innocent driver gets treated like a fleeing felon.

This isn't a hypothetical edge case — it's the predictable output of a system built to flag first and verify never. Police departments lean on these hits as probable cause, dispatchers relay them as gospel, and officers show up ready for the worst based on an algorithm's best guess. When the target is a stolen car or a wanted plate, that guess can put innocent families face-down on pavement or staring down a muzzle over a typo made by a camera, not a human. No accountability follows for the software, only for the terrified people who did nothing wrong.

Credit to Codes and Circuits for laying out the error math so plainly — it's the kind of technical scrutiny this industry avoids at all costs. If you want to see how far this network already reaches into your own neighborhood, check our camera map, and if you're ready to push back on unchecked ALPR deployment where you live, our take-action page is a good place to start.

This is DeFlock The USA’s original commentary. The video above is the work of Codes and Circuits, published on YouTube — full credit to the creator.