diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d0b516f..bd5be1b 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -12,16 +12,16 @@ permissions:
 jobs:
   test:
     name: Test Python ${{ matrix.python-version }}
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     strategy:
       matrix:
         python-version: ["3.14"]
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: ${{ matrix.python-version }}
 
@@ -33,20 +33,20 @@ jobs:
 
       - name: Upload coverage to Codecov
         if: matrix.python-version == '3.14'
-        uses: codecov/codecov-action@v4
+        uses: codecov/codecov-action@v6
         with:
           files: ./coverage.xml
           fail_ci_if_error: false
 
   lint:
     name: Lint & Type Check
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: "3.14"
 
@@ -61,13 +61,13 @@ jobs:
 
   package:
     name: Build & Validate Distribution
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: "3.14"
 
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 6c8b50d..1561d51 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -11,15 +11,15 @@ permissions:
 jobs:
   quality-checks:
     name: Quality Checks
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     outputs:
       prerelease: ${{ steps.release.outputs.prerelease }}
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: "3.14"
 
@@ -44,16 +44,16 @@ jobs:
   build-and-publish:
     name: Build and Publish to PyPI
     needs: quality-checks
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     permissions:
       contents: read
       id-token: write
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
 
       - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
         with:
           python-version: "3.14"
 
@@ -69,12 +69,12 @@ jobs:
   github-release:
     name: Create GitHub Release
     needs: [quality-checks, build-and-publish]
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     permissions:
       contents: write
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
@@ -101,7 +101,7 @@ jobs:
           } >> "$GITHUB_OUTPUT"
 
       - name: Create GitHub Release
-        uses: softprops/action-gh-release@v2
+        uses: softprops/action-gh-release@v3
         with:
           token: ${{ secrets.GITHUB_TOKEN }}
           tag_name: ${{ steps.tag.outputs.TAG_NAME }}