Developed a climate-informed TabPFN foundation model to predict cherry blossom peak bloom in Toronto’s High Park, achieving a 79.4% reduction in prediction bias over a geography-only baseline (R² = 0.186) using cross-regional phenological data and fine-tuning with local climate features.