EpiEvolve is a new self-evolving agent designed for pandemic forecasting that adapts to changing disease regimes by utilizing past predictions and outcomes. It significantly improves accuracy and reduces recovery lag in COVID-19 hospitalization trend forecasting compared to traditional static models and external ensembles.