Recent studies have explored various aspects of diabetes management, particularly focusing on insulin delivery methods and their implications for patient outcomes. A population-based study by Karges et al. revealed that hybrid closed-loop insulin therapy, while beneficial for glycemic control, was associated with a higher incidence of diabetic ketoacidosis compared to sensor-augmented open-loop therapy, with rates of 1.74 vs. 0.96 per 100 patient-years (ref: Karges doi.org/10.1016/S2213-8587(24)00284-5/). Furthermore, the study indicated no significant difference in severe hypoglycemia rates between the two groups, suggesting that while closed-loop systems may improve overall glycemic management, they do not necessarily reduce the risk of severe hypoglycemic events. In another study, Laffel et al. highlighted persistent challenges in achieving glycemic targets among adults with type 1 diabetes, regardless of the insulin delivery method, emphasizing the need for improved strategies to enhance glycemic control (ref: Laffel doi.org/10.2337/dc24-1474/). Additionally, Xiang et al. investigated the efficacy of a GLP-1/FGF21 dual agonist, HEC88473, in patients with metabolic dysfunction-associated steatotic liver disease and type 2 diabetes, reporting significant reductions in HbA1c and liver fat content, thus presenting a promising therapeutic avenue (ref: Xiang doi.org/10.1016/j.jhep.2024.12.006/). Overall, these findings underscore the complexity of diabetes management and the necessity for tailored therapeutic approaches that consider individual patient profiles and treatment responses.