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Recently some crazy dude started to deflate the car's tyres, i don't know who, why and when. The where i grown up that's a death sentence, people know that fact if they do this they might got a bullet in their legs, so they don't. But the city i moved in is more relaxed about that.
Installed a high definition IP camera to outer window for monitoring the car but i'm a busy man, can't sit and watch recordings all day.
Years ago was already fiddled with dvr cameras by using opencv library, i asked claude to convert my previously written delphi code into python and it did a decent job on this, after few hours of research and improvement i been able detect 80 different objects, track them, save detection weights into vector db and query back them in realtime.
Added an idle timer to every object, if a car stay more than one hour and a nearby person stay more than 30 seconds it's taking a screenshot. simple.
After swiping 5-10 screenshots per day eventually found the guy, approached to him very italian by showing the picture and problem solved itself. Released the script to github after that, repository had 500~ stars and 10 forks when i last check.
get it from here