Xorbits is a scalable Python computing framework targeting data science and ML workflows. It provides drop-in compatibility with pandas, NumPy, and popular ML libraries while enabling distribution across GPUs and multi-node clusters. The framework handles data preprocessing, model training, and model serving at scale without requiring deep infrastructure knowledge.