diff --git a/.github/workflows/codespell.yml b/.github/workflows/codespell.yml
deleted file mode 100644
index b80fef7..0000000
--- a/.github/workflows/codespell.yml
+++ /dev/null
@@ -1,21 +0,0 @@
-name: Codespell
-
-on:
-  push:
-    branches: [main]
-  pull_request:
-    branches: [main]
-
-permissions:
-  contents: read
-
-jobs:
-  codespell:
-    name: Check for spelling errors
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-      - name: Codespell
-        uses: codespell-project/actions-codespell@v2
diff --git a/.github/workflows/versioning.yml b/.github/workflows/versioning.yml
index bfa4809..b3c97d0 100644
--- a/.github/workflows/versioning.yml
+++ b/.github/workflows/versioning.yml
@@ -32,19 +32,14 @@ jobs:
       - name: Run Docusaurus versioning
         run: npx docusaurus docs:version ${{ steps.extract_version.outputs.version }}
 
-      - name: Create branch and commit changes
-        run: |
-          git config --global user.name "GitHub Actions"
-          git config --global user.email "actions@github.com"
-          BRANCH="version-${{ steps.extract_version.outputs.version }}"
-          git checkout -b $BRANCH
-          git add .
-          git commit -m "Add Docusaurus version ${{ steps.extract_version.outputs.version }}" || echo "No changes to commit"
-          git push origin $BRANCH
-
-      - name: Create Pull Request
-        env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: |
-          BRANCH="version-${{ steps.extract_version.outputs.version }}"
-          gh pr create --base main --head $BRANCH --title "Add version ${{ steps.extract_version.outputs.version }}" --body "Automated versioning changes for v${{ steps.extract_version.outputs.version }}. This includes English docs; Chinese will fallback to English as per Docusaurus behavior."
+      - name: Create Pull Request via API
+        uses: peter-evans/create-pull-request@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: "Add Docusaurus version ${{ steps.extract_version.outputs.version }}"
+          title: "Add version ${{ steps.extract_version.outputs.version }}"
+          body: "Automated versioning changes for v${{ steps.extract_version.outputs.version }}"
+          branch: "version-${{ steps.extract_version.outputs.version }}"
+          base: "main"
+          delete-branch: true
+          signoff: true