How to Install NVIDIA CUDA Toolkit on Ubuntu 26.04

Install the NVIDIA CUDA Toolkit on Ubuntu 26.04 from the Ubuntu archive or NVIDIA repository, then verify the driver, nvcc compiler, and CUDA sample output.
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