Predictive AI model for optimizing clean water supply in South African rivers as part of the 2026 EY AI & Data Challenge. Built with Snowflake Notebooks, XGBoost/regression ensembles, geospatial feature engineering from Landsat & TerraClimate, targeting improved R² scores and real-world water management insights.