Several of us are noting the less than 5% success rate in finding definitive evidence of shots fired, and calling the tech a failure.
I disagree, because of the importance of preventing active shooters. With this kind of system you are going to want to lean toward false positives vs false negatives.
There is definitely a lot of room for improvement though. Improvement could come through better ML use/training, better sensors, and better human in the loop analysts.
I am firmly with Benjamin Franklin, in that "Those who would give up essential Liberty, to purchase a little temporary Safety, deserve neither Liberty nor Safety.". But Franklin himself was in favor of collective security, and Franklin said this in support of the state's authority to provide collective security ( https://www.npr.org/2015/03/02/390245038/ben-franklins-famou... ). Also, these sensors monitor public spaces, where no expectation of privacy exists.
So I am for more sensors, video cameras on the sensors, more ML on the sensor data, and better training for analysts, but I am also for complete transparency on where sensors are and how they are used, with a publicly released report from annual external party review of police conduct in the use or abuse of sensor data.