Notable examples of RL applications include a University of California, Berkeley clinical trial involving an RL-based insulin pump control system, the RL-based system by Medtronic available for managing type 2 diabetes, and the forthcoming RL-based insulin pump control system by Tandem Diabetes Care for type 1 diabetes patients. Here, INS is linked to type 1 diabetes mellitus.