function retrain_on_schedule(model, recent_flagged_examples):

   updated_model = fine_tune(model, recent_flagged_examples)
   if detection_rate(updated_model) < detection_rate(model):
      report an unsupported case
   return updated_model
 # a static model decays as bad actors probe it and change tactics
