diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index f0f72dff..77b495f9 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -358,15 +358,15 @@ jobs:
         SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
     
     - name: CodeQL Analysis
-      uses: github/codeql-action/init@v2
+      uses: github/codeql-action/init@v4
       with:
         languages: rust, python
     
     - name: Autobuild
-      uses: github/codeql-action/autobuild@v2
+      uses: github/codeql-action/autobuild@v4
     
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v2
+      uses: github/codeql-action/analyze@v4
 
   # 📱 Mobile/Edge Compatibility
   cross-platform-test:
diff --git a/.github/workflows/neural-nexus-ci-cd.yml b/.github/workflows/neural-nexus-ci-cd.yml
index f0f72dff..77b495f9 100644
--- a/.github/workflows/neural-nexus-ci-cd.yml
+++ b/.github/workflows/neural-nexus-ci-cd.yml
@@ -358,15 +358,15 @@ jobs:
         SONAR_TOKEN: ${{ secrets.SONAR_TOKEN }}
     
     - name: CodeQL Analysis
-      uses: github/codeql-action/init@v2
+      uses: github/codeql-action/init@v4
       with:
         languages: rust, python
     
     - name: Autobuild
-      uses: github/codeql-action/autobuild@v2
+      uses: github/codeql-action/autobuild@v4
     
     - name: Perform CodeQL Analysis
-      uses: github/codeql-action/analyze@v2
+      uses: github/codeql-action/analyze@v4
 
   # 📱 Mobile/Edge Compatibility
   cross-platform-test: