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NVIDIA CUDA 13.3 Enhances GPU Development with Tile Programming in C++, Compiler Autotuning, and Python Updates

NVIDIA Developer Blog · published 26 May 2026

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Develop High-Performance GPU Kernels in C++ with NVIDIA CUDA Tile Read at the source ↗

developer.nvidia.com

https://github.com/NVIDIA/numba-cuda-mlir/blob/main/tests/benchmarks/README.md

github.com

https://github.com/NVIDIA/numba-cuda-mlir/blob/main/tests/benchmarks/launch_latency_ubench/README.md

github.com

Extract More Kernel Performance with NVIDIA CompileIQ Auto-Tuning Read at the source ↗

developer.nvidia.com

https://nvidia.github.io/cccl/unstable/libcudacxx/extended_api/mdspan/dlpack_to_mdspan.html

nvidia.github.io

https://nvidia.github.io/cccl/unstable/libcudacxx/extended_api/mdspan/shared_memory_accessor.html

nvidia.github.io

https://nvidia.github.io/cccl/unstable/libcudacxx/standard_api/numerics_library/random.html

nvidia.github.io

https://nvidia.github.io/cccl/unstable/cub/api/structcub_1_1DeviceFind.html

nvidia.github.io

https://nvidia.github.io/cccl/unstable/cub/api/structcub_1_1DeviceSegmentedScan.html

nvidia.github.io

https://nvidia.github.io/cccl/unstable/cub/api/structcub_1_1DeviceTransform.html

nvidia.github.io

https://docs.nvidia.com/cuda/cuda-toolkit-release-notes/index.html

docs.nvidia.com

https://docs.nvidia.com/cuda/cuda-runtime-api/group__CUDART__STREAM.html

docs.nvidia.com

https://github.com/NVIDIA/gdrcopy

github.com

https://developer.nvidia.com/cuda-downloads

developer.nvidia.com