You don't have to improve them out in the field. Just collect metrics on their behavior and train a central model on that data, then you upgrade the local models on each unit when they are brought in for maintenance. I'm simplifying, of course. And terrified.
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"I'm sure it ended with 'Bravo Indiana'"