diff --git a/.github/workflows/test_lint_scan.yml b/.github/workflows/test_lint_scan.yml
index bc34070..e49cc72 100644
--- a/.github/workflows/test_lint_scan.yml
+++ b/.github/workflows/test_lint_scan.yml
@@ -9,14 +9,14 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python-version: [3.8, 3.9, "3.10", 3.11]
+        python-version: [3.8, 3.9, "3.10", 3.11, 3.12]
 
     runs-on: ${{ matrix.os }}
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - name: Set up PDM
-        uses: pdm-project/setup-pdm@v3
+        uses: pdm-project/setup-pdm@v4
         with:
           python-version: ${{ matrix.python-version }}
       - name: Install dependencies
@@ -31,11 +31,11 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - name: Set up PDM
-        uses: pdm-project/setup-pdm@v3
+        uses: pdm-project/setup-pdm@v4
         with:
-          python-version: 3.11
+          python-version: 3.12
       - name: Install dependencies
         run: |
           pdm install -dG :all --no-self
@@ -48,11 +48,11 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v3
+      - uses: actions/checkout@v4
       - name: Set up PDM
-        uses: pdm-project/setup-pdm@v3
+        uses: pdm-project/setup-pdm@v4
         with:
-          python-version: 3.11
+          python-version: 3.12
       - name: Install dependencies
         run: |
           pdm install -dG :all --no-self
@@ -60,11 +60,10 @@ jobs:
           # that includes the dependencies
           echo "CODEQL_PYTHON=$(pdm info --python)" >> $GITHUB_ENV
       - name: Initialize Runtime Code Analysis
-        uses: github/codeql-action/init@v2
+        uses: github/codeql-action/init@v3
         with:
           languages: python
-          setup-python-dependencies: false
       - name: Perform Runtime Code Analysis
-        uses: github/codeql-action/analyze@v2
+        uses: github/codeql-action/analyze@v3
       - name: Perform Secure Code Analysis (Secrets)
         uses: trufflesecurity/trufflehog@main