Acute and chronic wounds face substantial clinical hurdles from pathological inflammation and poor tissue regeneration, with current therapies failing to integrate drug delivery and microenvironment modulation. We engineered an isorhynchophylline-loaded silk sericin/gelatin methacrylate (IRN@SS/GelMA) hydrogel via thermo-induced co-assembly at 37 °C. This hydrogel system is multifunctional. Structural characterizations (SEM, XRD, FTIR, and mechanical testing) reveal that the SS-GelMA matrix forms a macroporous structure. Compared with GelMA, it has 50 % higher porosity. Moreover, its thermal stability is enhanced, with a decomposition temperature that is 50 °C higher. The hydrogel also demonstrates biocompatibility and sustained drug release kinetics, achieving 73 % cumulative release over 6 days, along with dual - phase therapeutic efficacy. In murine wound models, it markedly accelerates wound closure. Mechanistically, it alleviates inflammation by reducing the levels of IFN-γ and CSF. It also promotes collagen deposition. Transcriptomic analysis validates the coordinated up - regulation of VEGF, FGF, and EGF pathways, coupled with the suppression of TNF and IL-17 signaling. By integrating the antioxidative and anti - inflammatory properties of SS, the structural support of GelMA, and the immunomodulatory capability of IRN, this platform enables scar-minimized wound healing through spatiotemporal regulation of the regeneration cascade. Overall, our work presents a promising regenerative strategy for wound repair, emphasizing immunomodulation and the regulation of the wound regeneration process.