This narrative review summarizes the bidirectional molecular interactions between the protein HMGB1 and autophagy in the context of diabetes and its complications. The central result is that HMGB1 can activate autophagy, while autophagy regulates HMGB1's secretion and degradation, creating a complex interplay that contributes to diabetic pathology.