diff --git a/.ci/docker/manywheel/build.sh b/.ci/docker/manywheel/build.sh
index b4b50599730..ac385ce4b29 100755
--- a/.ci/docker/manywheel/build.sh
+++ b/.ci/docker/manywheel/build.sh
@@ -97,7 +97,7 @@ case ${image} in
     manylinux2_28-builder:xpu)
         TARGET=xpu_final
         GPU_IMAGE=amd64/almalinux:8
-        DOCKER_GPU_BUILD_ARG=" --build-arg DEVTOOLSET_VERSION=11"
+        DOCKER_GPU_BUILD_ARG=" --build-arg DEVTOOLSET_VERSION=13"
         MANY_LINUX_VERSION="2_28"
         ;;
     *)
diff --git a/.github/workflows/build-triton-wheel.yml b/.github/workflows/build-triton-wheel.yml
index 6e3ee2895ee..f8fe484b042 100644
--- a/.github/workflows/build-triton-wheel.yml
+++ b/.github/workflows/build-triton-wheel.yml
@@ -159,12 +159,7 @@ jobs:
             WITH_CLANG_LDD="--with-clang-ldd"
           fi
 
-          if [[ "${BUILD_DEVICE}" == xpu ]]; then
-            docker exec -t "${container_name}" bash -c "dnf install -y gcc-toolset-13-gcc-c++"
-            docker exec -t "${container_name}" bash -c "source /opt/rh/gcc-toolset-13/enable && ${PYTHON_EXECUTABLE} /pytorch/.github/scripts/build_triton_wheel.py --device=$BUILD_DEVICE $RELEASE"
-          else
-            docker exec -t "${container_name}" bash -c "${PYTHON_EXECUTABLE} /pytorch/.github/scripts/build_triton_wheel.py --device=$BUILD_DEVICE $RELEASE $WITH_CLANG_LDD"
-          fi
+          docker exec -t "${container_name}" bash -c "${PYTHON_EXECUTABLE} /pytorch/.github/scripts/build_triton_wheel.py --device=$BUILD_DEVICE $RELEASE $WITH_CLANG_LDD"
 
           if [[ ("${{ matrix.device }}" == "cuda" || "${{ matrix.device }}" == "xpu") ]]; then
             docker exec -t "${container_name}"  bash -c "auditwheel repair --plat ${PLATFORM} //artifacts/*.whl"