First-generation APD consists of three main stages, including (1) insulin pump turns off when there is the response from user to low glucose alarm; (2) alarm for hypoglycemia that followed by reduction of insulin delivery, and (3) similar to 2nd stage with a higher threshold. Here, INS is linked to Hypoglycemia.