DEV: switch amd64 builds to debian-12 runners

We can use our self-hosted action/runner machines to build the amd64
Docker images, falling back to the Github action/runner machines for the
arm64 builds.

Author: fitzy101

.github/workflows/build.yml

@@ -27,11 +27,10 @@ jobs:
           echo "timestamp=$timestamp" >> $GITHUB_OUTPUT
 
   base:
-    # `ubuntu-22.04-8core` for arch amd64 non-scheduled builds
-    # `ubuntu-22.04` for arch amd64 scheduled builds
-    # `ubuntu-22.04-8core-arm` for arch arm64 non-scheduled builds
-    # `ubuntu-22.04-2core-arm` for arch arm64 scheduled builds
-    runs-on: ubuntu-22.04${{ ((github.event_name != 'schedule') && '-8core') || (( matrix.arch == 'arm64' && '-2core' ) || '') }}${{ (matrix.arch == 'arm64') && '-arm' || '' }}
+    # `debian-12` for amd64 builds
+    # `ubuntu-22.04-8core-arm` for arm64 non-scheduled builds
+    # `ubuntu-22.04-2core-arm` for arm64 scheduled builds
+    runs-on: ${{ (matrix.arch == 'amd64' && 'debian-12') || ((github.event_name == 'schedule' && '-8core-arm') || '-2core-arm') }}
     strategy:
       matrix:
         arch: [amd64, arm64]