diff --git a/.github/workflows/pr-test-sgl-kernel.yml b/.github/workflows/pr-test-sgl-kernel.yml
index cacf938a3..31360c0a0 100644
--- a/.github/workflows/pr-test-sgl-kernel.yml
+++ b/.github/workflows/pr-test-sgl-kernel.yml
@@ -34,16 +34,16 @@ jobs:
     if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
     runs-on: 1-gpu-runner
     steps:
-      - name: Checkout code
-        uses: actions/checkout@v3
+      - uses: actions/checkout@v4
+        with:
+          submodules: 'recursive'
 
-      - name: Install dependencies
+      - name: Install
         run: |
-          bash scripts/ci_install_dependency.sh
-
+          pip3 install torch==2.5.1
+          pip3 uninstall sgl-kernel -y || true
           cd sgl-kernel
-          git submodule update --init --recursive
-          pip3 install -e . --force-reinstall
+          pip3 install .
           pip3 list | grep sgl-kernel
 
       - name: Run test
@@ -57,7 +57,7 @@ jobs:
           pip3 uninstall sgl-kernel -y
 
   finish:
-    needs: [unit-test]
+    needs: [unit-test, lint]
     runs-on: ubuntu-latest
     steps:
       - name: Finish
diff --git a/sgl-kernel/build.sh b/sgl-kernel/build.sh
index 55ce9df7f..0d8169579 100755
--- a/sgl-kernel/build.sh
+++ b/sgl-kernel/build.sh
@@ -8,7 +8,7 @@ docker run --rm \
     -v "$(pwd)":/sgl-kernel \
     pytorch/manylinux-builder:cuda${CUDA_VERSION} \
     bash -c "
-    ${PYTHON_ROOT_PATH}/bin/pip install --no-cache-dir torch==2.4.0 --index-url https://download.pytorch.org/whl/cu${CUDA_VERSION//.} && \
+    ${PYTHON_ROOT_PATH}/bin/pip install --no-cache-dir torch==2.5.1 --index-url https://download.pytorch.org/whl/cu${CUDA_VERSION//.} && \
     export TORCH_CUDA_ARCH_LIST='7.5 8.0 8.9 9.0+PTX' && \
     export CUDA_VERSION=${CUDA_VERSION} && \
     mkdir -p /usr/lib/x86_64-linux-gnu/ && \