function retrain_with_bias_check(interaction_log, model):
   new_model = train(interaction_log) # logs mostly reflect what was already
 shown
   if diversity(new_model.top_picks) < diversity(model.top_picks):

      report an unsupported case # the loop may be narrowing, not just l
 earning
