This paper marks an important first step towards this goal by designing a safety-enhanced, fully closed-loop DRL-based controller, achieving two fundamental objectives: 1) We have realized fully closed-loop glucose control, managing insulin infusion and automatic glucose regulation for T1DM patients based solely on the past hour’s BGL monitoring data without requiring any additional information. Here, INS is linked to type 1 diabetes mellitus.