diff --git a/.github/workflows/auto-format.yml b/.github/workflows/auto-format.yml
deleted file mode 100644
index 15b208db8..000000000
--- a/.github/workflows/auto-format.yml
+++ /dev/null
@@ -1,71 +0,0 @@
-name: Auto Format Code
-
-on:
-  pull_request:
-    types: [labeled]
-
-permissions:
-  contents: write
-  pull-requests: write
-
-jobs:
-  auto-format:
-    if: github.event.label.name == 'format'
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout PR branch
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ github.event.pull_request.head.ref }}
-          repository: ${{ github.event.pull_request.head.repo.full_name }}
-          token: ${{ secrets.GITHUB_TOKEN }}
-          fetch-depth: 0
-
-      - name: Set up Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: "3.12"
-
-      - name: Install pre-commit hook
-        run: |
-          python -m pip install pre-commit
-          pre-commit install
-
-      - name: Run pre-commit to format code
-        run: SKIP=no-commit-to-branch pre-commit run --all-files
-        continue-on-error: true
-
-      - name: Check for changes
-        id: check_changes
-        run: |
-          if [[ -n $(git status -s) ]]; then
-            echo "has_changes=true" >> $GITHUB_OUTPUT
-          else
-            echo "has_changes=false" >> $GITHUB_OUTPUT
-          fi
-
-      - name: Commit and push changes
-        if: steps.check_changes.outputs.has_changes == 'true'
-        run: |
-          git config --local user.email "github-actions[bot]@users.noreply.github.com"
-          git config --local user.name "github-actions[bot]"
-          git add .
-          git commit -m "🤖 Auto-format code with isort, black, ruff, and clang-format"
-          git push
-
-      - name: Remove format label
-        if: always()
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          script: |
-            try {
-              await github.rest.issues.removeLabel({
-                owner: context.repo.owner,
-                repo: context.repo.repo,
-                issue_number: context.issue.number,
-                name: 'format'
-              });
-            } catch (error) {
-              console.log('Label may have already been removed');
-            }
diff --git a/.github/workflows/pr-test.yml b/.github/workflows/pr-test.yml
index e46f7667b..50fbd80ce 100644
--- a/.github/workflows/pr-test.yml
+++ b/.github/workflows/pr-test.yml
@@ -880,11 +880,11 @@ jobs:
         run: |
           bash scripts/ci/cuda/ci_install_dependency.sh
 
-      - name: Run benchmark smoke tests
+      - name: Run benchmark tests
         timeout-minutes: 45
         run: |
           cd python/sglang/jit_kernel/benchmark
-          echo "Running jit-kernel benchmark smoke tests in CI mode..."
+          echo "Running jit-kernel benchmark tests in CI mode..."
 
           failures=()
 
@@ -898,11 +898,11 @@ jobs:
           done
 
           if [ ${#failures[@]} -ne 0 ]; then
-            echo "The following benchmark smoke tests failed: ${failures[*]}"
+            echo "The following benchmark tests failed: ${failures[*]}"
             exit 1
           fi
 
-          echo "All jit-kernel benchmark smoke tests completed successfully!"
+          echo "All jit-kernel benchmark tests completed successfully!"
 
   # =============================================== primary ====================================================