diff --git a/.github/workflows/build-python-version.yml b/.github/workflows/build-python-version.yml
index 4bd6bc6..8ba2c64 100644
--- a/.github/workflows/build-python-version.yml
+++ b/.github/workflows/build-python-version.yml
@@ -95,7 +95,7 @@ jobs:
 
   build-android:
     name: Build Python for Android
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Checkout
         uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6
@@ -155,7 +155,7 @@ jobs:
 
   build-linux:
     name: Build Python for Linux
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     steps:
       - name: Checkout
         uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10 # v6
diff --git a/.github/workflows/build-python.yml b/.github/workflows/build-python.yml
index 930d479..f0c21ce 100644
--- a/.github/workflows/build-python.yml
+++ b/.github/workflows/build-python.yml
@@ -26,7 +26,7 @@ permissions:
 jobs:
   setup:
     name: Read build matrix from manifest
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     outputs:
       versions: ${{ steps.read.outputs.versions }}
     steps:
@@ -167,7 +167,7 @@ jobs:
 
   publish-release:
     name: Publish Release Assets
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     # Date-keyed releases (PBS-style): only publish when an operator explicitly
     # triggers via workflow_dispatch with a `release_date` input, and only from
     # the protected main branch — the same condition that gates real signing, so
@@ -247,6 +247,6 @@ jobs:
           name: ${{ inputs.release_date }}
           files: release-artifacts/*
           fail_on_unmatched_files: true
-          generate_release_notes: false
+          generate_release_notes: true
           draft: false
           prerelease: false
diff --git a/.github/workflows/zizmor.yml b/.github/workflows/zizmor.yml
index e9ba32c..c8ffd43 100644
--- a/.github/workflows/zizmor.yml
+++ b/.github/workflows/zizmor.yml
@@ -9,7 +9,7 @@ permissions: {}
 jobs:
   zizmor:
     name: Run zizmor
-    runs-on: ubuntu-latest
+    runs-on: ubuntu-24.04
     permissions:
       security-events: write
       contents: read