RAPIDS version 25.06 introduces significant enhancements, including a Polars GPU streaming engine for large dataset processing, a unified API for graph neural networks that streamlines multi-GPU workflows, and zero-code changes for support vector machines, improving performance in existing scikit-learn frameworks. The release also features updates to memory management and compatibility with the latest Python and NVIDIA CUDA versions.