diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 2a0b572..7474b57 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -1,23 +1,17 @@
 name: Release
 
 on:
-  # Automatic RC bump on push to main
   push:
     branches: [main]
-  
-  # Manual trigger for stable release
+
   workflow_dispatch:
     inputs:
       release_type:
-        description: 'Release type'
+        description: "Release type"
         required: true
         type: choice
-        options:
-          - patch   # 1.2.3 → 1.2.4
-          - minor   # 1.2.3 → 1.3.0
-          - major   # 1.2.3 → 2.0.0
+        options: [patch, minor, major]
 
-# Prevent concurrent releases
 concurrency:
   group: release
   cancel-in-progress: false
@@ -26,108 +20,100 @@ jobs:
   release:
     name: Release
     runs-on: ubuntu-latest
-    # Skip version bump commits to prevent infinite loop
     if: "!startsWith(github.event.head_commit.message, 'chore(release):')"
-    
+
     permissions:
       contents: write
-    
+
     outputs:
       version: ${{ steps.release.outputs.version }}
       tag: ${{ steps.release.outputs.tag }}
-    
+
     steps:
-      - uses: actions/checkout@v6
+      # 🔑 Checkout avec TON PAT (pas GITHUB_TOKEN)
+      - uses: actions/checkout@v4
         with:
           fetch-depth: 0
-          token: ${{ secrets.GITHUB_TOKEN }}
-      
+          token: ${{ secrets.CI_CD_TOKEN }}
+
       - name: Install uv
         uses: astral-sh/setup-uv@v7
         with:
           version: "latest"
-      
+
       - name: Set up Python
         run: uv python install
-      
+
       - name: Install python-semantic-release
         run: uv tool install python-semantic-release
-      
+
       - name: Configure Git
         run: |
-          git config user.name "github-actions[bot]"
-          git config user.email "github-actions[bot]@users.noreply.github.com"
-      
+          git config user.name "${{ github.actor }}"
+          git config user.email "${{ github.actor }}@users.noreply.github.com"
+
+      # 🔑 Assure que les push utilisent le PAT
+      - name: Set remote with PAT
+        run: |
+          git remote set-url origin https://x-access-token:${{ secrets.CI_CD_TOKEN }}@github.com/${{ github.repository }}.git
+
       - name: Get current version
         id: current
         run: |
           CURRENT_VERSION=$(grep -Po '(?<=^version = ")[^"]*' pyproject.toml)
           echo "version=$CURRENT_VERSION" >> $GITHUB_OUTPUT
           echo "📌 Current version: $CURRENT_VERSION"
-      
+
       - name: Run Semantic Release
         id: release
         env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GH_TOKEN: ${{ secrets.CI_CD_TOKEN }}
         run: |
           EVENT="${{ github.event_name }}"
           RELEASE_TYPE="${{ inputs.release_type }}"
-          
+
           if [ "$EVENT" == "workflow_dispatch" ]; then
-            # ===========================================
-            # Manual release: create stable version
-            # ===========================================
             echo "🚀 Creating stable $RELEASE_TYPE release..."
-            
-            # Run version bump with specified type (removes RC and bumps)
+
             semantic-release version --$RELEASE_TYPE --no-push
-            
-            # Get the new version
+
             NEW_VERSION=$(grep -Po '(?<=^version = ")[^"]*' pyproject.toml)
             echo "version=$NEW_VERSION" >> $GITHUB_OUTPUT
             echo "tag=v$NEW_VERSION" >> $GITHUB_OUTPUT
             echo "is_stable=true" >> $GITHUB_OUTPUT
-            
-            # Push changes and tag
+
             git push
             git push --tags
-            
+
             echo "✅ Released version: $NEW_VERSION"
           else
-            # ===========================================
-            # Push to main: increment RC only
-            # ===========================================
             echo "🔄 Creating release candidate..."
-            
-            # Create RC version
+
             semantic-release version --prerelease --no-push
-            
-            # Get the new version
+
             NEW_VERSION=$(grep -Po '(?<=^version = ")[^"]*' pyproject.toml)
             echo "version=$NEW_VERSION" >> $GITHUB_OUTPUT
             echo "is_stable=false" >> $GITHUB_OUTPUT
-            
-            # Push changes (no tag for RC)
+
             git push
-            
+
             echo "✅ Created RC: $NEW_VERSION"
           fi
-      
+
       - name: Create GitHub Release (stable only)
         if: steps.release.outputs.is_stable == 'true'
         env:
-          GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          GH_TOKEN: ${{ secrets.CI_CD_TOKEN }}
         run: |
           TAG="${{ steps.release.outputs.tag }}"
           VERSION="${{ steps.release.outputs.version }}"
-          
-          # Create GitHub Release with auto-generated notes
+
           gh release create "$TAG" \
             --title "Release $VERSION" \
             --generate-notes
-          
+
           echo "✅ Created GitHub Release: $TAG"
-      
+
       - name: Summary
         run: |
           echo "## 📦 Release Summary" >> $GITHUB_STEP_SUMMARY
@@ -136,12 +122,12 @@ jobs:
           echo "|----------|-------|" >> $GITHUB_STEP_SUMMARY
           echo "| Previous | \`${{ steps.current.outputs.version }}\` |" >> $GITHUB_STEP_SUMMARY
           echo "| New | \`${{ steps.release.outputs.version }}\` |" >> $GITHUB_STEP_SUMMARY
-          
+
           if [ "${{ steps.release.outputs.is_stable }}" == "true" ]; then
             echo "| Type | 🚀 Stable Release |" >> $GITHUB_STEP_SUMMARY
             echo "| Tag | \`${{ steps.release.outputs.tag }}\` |" >> $GITHUB_STEP_SUMMARY
             echo "" >> $GITHUB_STEP_SUMMARY
-            echo "🔗 [View Release](https://github.com/${{ github.repository }}/releases/tag/${{ steps.release.outputs.tag }})" >> $GITHUB_STEP_SUMMARY
+            echo "🔗 https://github.com/${{ github.repository }}/releases/tag/${{ steps.release.outputs.tag }}" >> $GITHUB_STEP_SUMMARY
           else
             echo "| Type | 🔄 Release Candidate |" >> $GITHUB_STEP_SUMMARY
-          fi
+          fi
\ No newline at end of file