DeepMind's AGI Safety and Alignment Team told job applicants there is a non-trivial probability automated screening will reject them incorrectly. They built a bypass form. If Google won't bet on its own filters, you shouldn't either.
Security researcher Bill Swearingen trained reinforcement-learning patterns that block ALPR and surveillance detection without hiding from video. At DefCon he wrapped a Toyota Yaris and drove past a Flock camera. Here is what builders on both sides should learn.
At least 50 U.S. police officers have been accused of misusing Flock Safety's license plate readers, including 46 on Flock's own network. A Roseville audit found 71% false alerts. If you ship AI in production, this is what happens when access controls lag behind scale.