Does it stop learning or just stop learning new ones?
You’ll won't have to worry about this! The detector’s GPS memory can store far more lockout locations than there are stars in the observable universe. It should never fill up, so it will keep learning and remembering new false-alert locations indefinitely.
*In the event that you outgrow the universe, give us a call. :)