Diabetic chronic wounds (DCWs) are characterized by persistent oxidative stress, unresolved inflammation, and impaired angiogenesis. Here, we developed a cascade-activated, mussel-mimetic adhesive hydrogel (APAP) integrating dopamine-grafted hyaluronic acid for robust tissue adhesion, ROS-cleavable phenylboronic acid-modified poly(acrylic acid) for on-demand drug release, thermosensitive poloxamer 407 for in situ gelation, and aurantiamide acetate-loaded nanoparticles (ANPs). In vitro, APAP exhibited potent broad-spectrum antibacterial activity against Staphylococcus aureus (S. aureus) and Escherichia coli (E. coli) , efficient ROS scavenging, excellent cytocompatibility, and effectively reprogrammed macrophages from a pro-inflammatory M1 to a reparative M2 phenotype via PI3K/Akt activation and NF-κB suppression, generating a pro-angiogenic secretome. In streptozotocin-induced diabetic mice, a single application of APAP achieved 96.5% wound closure by day 14, accompanied by accelerated re-epithelialization, collagen deposition, and dermal appendage regeneration. Transcriptomic and protein analyses confirmed restoration of ECM-receptor interactions and activation of pro-survival PI3K/Akt signaling. This spatiotemporally coordinated platform offers a promising single-dose strategy for the effective management of diabetic chronic wounds.