TNF and Stroke: A central finding of this work is the model’s ability to reproduce the temporal decoupling between pro- and anti-inflammatory cytokines, with TNF-α and IL-6 rising sharply during the early post-stroke phase, and IL-10 emerging only after a defined temporal threshold.