The Helmholtz Representation Model for Climate Science (HClimRep) project aims to revolutionize climate modeling by integrating advanced AI techniques and high-performance computing. This groundbreaking initiative focuses on developing a comprehensive AI-based climate model that captures complex interactions between the atmosphere, ocean, and sea ice across seasonal to decadal timescales.