diff --git a/.github/scripts/install_cuda_toolkit.py b/.github/scripts/install_cuda_toolkit.py
index c2b59bd06..4743e86bf 100755
--- a/.github/scripts/install_cuda_toolkit.py
+++ b/.github/scripts/install_cuda_toolkit.py
@@ -27,8 +27,8 @@
 DEFAULT_BASE_URL: Final[str] = (
     "https://developer.download.nvidia.com/compute/cuda/redist"
 )
-DEFAULT_CUDA_VERSION: Final[str] = "12.3.2"
-COMPONENTS_TO_DOWNLOAD: Final[list[str]] = ["cuda_cudart", "cuda_nvcc"]
+DEFAULT_CUDA_VERSION: Final[str] = "13.0.2"
+COMPONENTS_TO_DOWNLOAD: Final[list[str]] = ["cuda_cudart", "cuda_nvcc", "cuda_crt", "libnvvm", "cuda_cccl"]
 
 
 def detect_platform() -> str:
@@ -92,7 +92,7 @@ def get_component_path(
 
 def download_file(url: str, destination: Path) -> None:
     """Download a file from a URL to a local path."""
-    logger.info("Downloading %s...", url)
+    logger.info("Downloading %s ...", url)
 
     try:
         with urllib.request.urlopen(url, timeout=300) as response:
@@ -112,7 +112,7 @@ def download_file(url: str, destination: Path) -> None:
 
 def extract_archive(archive_path: Path, extract_to: Path) -> None:
     """Extract an archive (zip or tar.xz) to a directory."""
-    logger.info("Extracting %s to %s...", archive_path, extract_to)
+    logger.info("Extracting %s to %s ...", archive_path, extract_to)
     kwargs = {}
 
     if archive_path.suffix == ".zip":
@@ -127,7 +127,7 @@ def extract_archive(archive_path: Path, extract_to: Path) -> None:
 
 def copy_directory_contents(src: Path, dst: Path) -> None:
     """Copy all contents from src directory to dst directory."""
-    logger.info("Copying contents from %s to %s...", src, dst)
+    logger.info("Copying contents from %s to %s ...", src, dst)
     for item in src.iterdir():
         dst_item = dst / item.name
         if item.is_dir():
diff --git a/.github/workflows/_build_linux_cuda.yml b/.github/workflows/_build_linux_cuda.yml
index 4ea7461ed..7c41ffd04 100644
--- a/.github/workflows/_build_linux_cuda.yml
+++ b/.github/workflows/_build_linux_cuda.yml
@@ -184,13 +184,7 @@ jobs:
 
           # Sort out library paths
           # 1. For some reason, the FFmpeg dynamic libraries are not found.
-          # 2. CUDA runtime PyPI package is installed as part of PyTorch installation.
-          # However, it is installed in site-packages dir, which is not in PATH by default.
-          # (PyTorch has a special way to load it, but we don't do that)
-          cudart_dir="$(
-            python -c 'import os.path,nvidia.cuda_runtime;print(os.path.join(nvidia.cuda_runtime.__path__[0], "lib"))'
-          )"
-          echo "LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:${CONDA_PREFIX}/lib:${cudart_dir}" >> $GITHUB_ENV
+          echo "LD_LIBRARY_PATH=${LD_LIBRARY_PATH}:${CONDA_PREFIX}/lib" >> $GITHUB_ENV
 
       - name: Unit test
         run: |
diff --git a/.github/workflows/packaging.yml b/.github/workflows/packaging.yml
index d45483990..0742d422d 100644
--- a/.github/workflows/packaging.yml
+++ b/.github/workflows/packaging.yml
@@ -47,14 +47,14 @@ jobs:
       matrix:
         python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
         free-threaded: [""]
-        cuda-version: ["12.8.1"]
+        cuda-version: ["13.0.1"]
         include:
           - python-version: "3.13"
             free-threaded: "ft"
-            cuda-version: "12.8.1"
+            cuda-version: "13.0.1"
           - python-version: "3.14"
             free-threaded: "ft"
-            cuda-version: "12.8.1"
+            cuda-version: "13.0.1"
     uses: ./.github/workflows/_build_windows.yml
     with:
       python-version: "${{ matrix.python-version }}"
@@ -97,15 +97,15 @@ jobs:
       fail-fast: false
       matrix:
         python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
-        cuda-version: ["12.8.1"]
+        cuda-version: ["13.0.1"]
         free-threaded: [""]
         include:
           - python-version: "3.13"
             free-threaded: "ft"
-            cuda-version: "12.8.1"
+            cuda-version: "13.0.1"
           - python-version: "3.14"
             free-threaded: "ft"
-            cuda-version: "12.8.1"
+            cuda-version: "13.0.1"
     uses: ./.github/workflows/_build_linux_cuda.yml
     with:
       python-version: "${{ matrix.python-version }}"
diff --git a/packaging/repair_wheels.sh b/packaging/repair_wheels.sh
index 331d5c92b..c59e876fe 100755
--- a/packaging/repair_wheels.sh
+++ b/packaging/repair_wheels.sh
@@ -45,6 +45,7 @@ for whl in "${input_dir}"/*.whl; do
                    --exclude libnvcuvid.so      \
                    --exclude libcudart.so.11.0  \
                    --exclude libcudart.so.12    \
+                   --exclude libcudart.so.13    \
                    --exclude libnvjpeg.so.12    \
                    --exclude libnppc.so.12      \
                    --exclude libnppig.so.12
diff --git a/src/third_party/nvcodec/CMakeLists.txt b/src/third_party/nvcodec/CMakeLists.txt
index 8bdeb4fe3..b9389e11e 100644
--- a/src/third_party/nvcodec/CMakeLists.txt
+++ b/src/third_party/nvcodec/CMakeLists.txt
@@ -4,8 +4,8 @@ message(STATUS "########################################")
 
 FetchContent_Declare(
     nvcodec_stub
-    URL https://github.com/mthrok/nvcodec_stub/archive/refs/tags/0.2.0.tar.gz
-    URL_HASH SHA256=e811abfc07062793b7e578092c069e4dcab4d315ff9e748cfebbea7ea15b2b48
+    URL https://github.com/mthrok/nvcodec_stub/archive/refs/tags/0.3.0.tar.gz
+    URL_HASH SHA256=249bd10d0040b1ed30ff7813e735760c121f3b9040eeb01106238d30c3e577fc
     DOWNLOAD_DIR "${CMAKE_CURRENT_SOURCE_DIR}"
     )
 FetchContent_MakeAvailable(nvcodec_stub)