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This skill provides a specialized solution for common CuPy errors on Windows, specifically targeting NVRTC_ERROR_BUILTIN_OPERATION_FAILURE and missing nvrtc-builtins64 DLLs. It automates the detection of CUDA installation directories and dynamically updates the system PATH at runtime, ensuring that JIT compilation for GPU kernels works correctly. This is particularly useful for data scientists and researchers working in Windows environments where Conda or pip installations fail to automatically link necessary NVIDIA binaries, facilitating seamless GPU acceleration in Python scripts and Jupyter notebooks.