Topology and bioactive molecules are crucial for stimulating cellular and tissue functions. To regulate the chronic wound microenvironment, mono‐assembly technology is employed to fabricate a radial egg white hydrogel loaded with lyophilized adipose tissue‐extracellular vesicles (radial EWH@L‐EVs). The radial architecture not only significantly modified the gene expression of functional cells, but also achieved directional and controlled release kinetics of L‐EVs. Through the synergy of topographical and inherent bioactive cues, radial EWH@L‐EVs effectively reduced intracellular oxidative stress and promoted the polarization of macrophages toward an anti‐inflammatory phenotype during the inflammatory phase. Afterward, radial EWH@L‐EVs facilitated the centripetal migration and proliferation of fibroblasts and endothelial cells as the wound transitioned to the proliferative phase. During the latter remodeling phase, radial EWH@L‐EVs accelerated the regeneration of granulation tissue, angiogenesis, and collagen deposition, thereby promoting the reorganization chronic wound. Compared with the gold standard collagen scaffold, radial EWH@L‐EVs actively accommodated the microenvironment via various functions throughout all stages of diabetic wound healing. This can be attributed to the orientation of topological structures and bioactive molecules, which should be considered of utmost importance in tissue engineering.