diff --git a/.github/workflows/notebooks-ci.yml b/.github/workflows/notebooks-ci.yml
index f71cc24902..705e0511a8 100644
--- a/.github/workflows/notebooks-ci.yml
+++ b/.github/workflows/notebooks-ci.yml
@@ -101,6 +101,18 @@ jobs:
               --out unsloth/scripts/data/colab_pip_freeze.gpu.txt \
             || echo "::warning::refresh-colab failed; using committed snapshot"
 
+      - name: Diff Colab oracle vs committed snapshots (advisory)
+        # Pulls pip-freeze.gpu.txt + apt-list-gpu.txt + os-info-gpu.txt
+        # from googlecolab/backend-info and prints NEW / REMOVED /
+        # CHANGED entries against scripts/data/colab_*.txt. Non-blocking
+        # on PRs; the daily cron job below runs the same step with
+        # --strict so upstream rotations surface within ~24h.
+        continue-on-error: true
+        working-directory: ${{ github.workspace }}
+        run: |
+          python unsloth/scripts/notebook_validator.py colab-diff \
+              --snapshot-dir unsloth/scripts/data
+
       - name: Drift check (re-run update_all_notebooks.py + git diff)
         working-directory: ${{ github.workspace }}
         # Reported as non-blocking until the upstream `unslothai/notebooks`
@@ -169,6 +181,14 @@ jobs:
         run: |
           python unsloth/scripts/notebook_validator.py refresh-colab \
               --out unsloth/scripts/data/colab_pip_freeze.gpu.txt
+      - name: Diff Colab oracle vs committed snapshots (--strict on cron)
+        # Cron-only escalation of the advisory PR-time check. Fails if
+        # any of pip-freeze.gpu.txt / apt-list-gpu.txt / os-info-gpu.txt
+        # has drifted from scripts/data/colab_*.txt; refresh the
+        # snapshots in this repo to acknowledge.
+        run: |
+          python unsloth/scripts/notebook_validator.py colab-diff \
+              --snapshot-dir unsloth/scripts/data --strict
       - name: Lint with live PyPI metadata
         run: |
           python unsloth/scripts/notebook_validator.py lint \
diff --git a/scripts/data/colab_apt_list.gpu.txt b/scripts/data/colab_apt_list.gpu.txt
new file mode 100644
index 0000000000..7e03fc8ec0
--- /dev/null
+++ b/scripts/data/colab_apt_list.gpu.txt
@@ -0,0 +1,1142 @@
+# Do not modify this file directly; it is generated by extract_colabx_testing_tarballs.sh via
+#  $ apt list --installed
+# Be aware that this list does not necessarily reflect the current state of the
+# staging or production container, but rather the state as of the most recent
+# submitted CL where extract_colabx_testing_tarballs.sh was run.
+Listing...
+adduser/jammy,now 3.118ubuntu5 all [installed]
+adwaita-icon-theme/jammy,now 41.0-1ubuntu1 all [installed,automatic]
+apt-utils/jammy-updates,now 2.4.14 amd64 [installed]
+apt/jammy-updates,now 2.4.14 amd64 [installed]
+autoconf/jammy,now 2.71-2 all [installed,automatic]
+automake/jammy,now 1:1.16.5-1.3 all [installed,automatic]
+autotools-dev/jammy,now 20220109.1 all [installed,automatic]
+base-files/jammy-updates,now 12ubuntu4.7 amd64 [installed]
+base-passwd/jammy,now 3.5.52build1 amd64 [installed]
+bash/jammy-updates,jammy-security,now 5.1-6ubuntu1.1 amd64 [installed]
+bc/jammy,now 1.07.1-3build1 amd64 [installed]
+bind9-dnsutils/now 1:9.18.39-0ubuntu0.22.04.2 amd64 [installed,upgradable to: 1:9.18.39-0ubuntu0.22.04.3]
+bind9-host/now 1:9.18.39-0ubuntu0.22.04.2 amd64 [installed,upgradable to: 1:9.18.39-0ubuntu0.22.04.3]
+bind9-libs/now 1:9.18.39-0ubuntu0.22.04.2 amd64 [installed,upgradable to: 1:9.18.39-0ubuntu0.22.04.3]
+binutils-common/now 2.38-4ubuntu2.7 amd64 [installed,upgradable to: 2.38-4ubuntu2.12]
+binutils-x86-64-linux-gnu/now 2.38-4ubuntu2.7 amd64 [installed,upgradable to: 2.38-4ubuntu2.12]
+binutils/now 2.38-4ubuntu2.7 amd64 [installed,upgradable to: 2.38-4ubuntu2.12]
+bsdextrautils/jammy-updates,jammy-security,now 2.37.2-4ubuntu3.5 amd64 [installed,automatic]
+bsdutils/now 1:2.37.2-4ubuntu3.4 amd64 [installed,upgradable to: 1:2.37.2-4ubuntu3.5]
+build-essential/jammy,now 12.9ubuntu3 amd64 [installed]
+bzip2/jammy,now 1.0.8-5build1 amd64 [installed,automatic]
+ca-certificates-java/jammy-security,now 20190909ubuntu1.2 all [installed,upgradable to: 20190909ubuntu1.3]
+ca-certificates/jammy-updates,jammy-security,now 20240203~22.04.1 all [installed]
+clinfo/jammy,now 3.0.21.02.21-1 amd64 [installed]
+cmake-data/jammy-updates,now 3.22.1-1ubuntu1.22.04.2 all [installed,automatic]
+cmake/jammy-updates,now 3.22.1-1ubuntu1.22.04.2 amd64 [installed]
+coinor-libipopt-dev/jammy,now 3.11.9-2.2build5 amd64 [installed]
+coinor-libipopt1v5/jammy,now 3.11.9-2.2build5 amd64 [installed]
+comerr-dev/jammy-updates,now 2.1-1.46.5-2ubuntu1.2 amd64 [installed,automatic]
+coreutils/now 8.32-4.1ubuntu1.2 amd64 [installed,upgradable to: 8.32-4.1ubuntu1.3]
+cpp-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+cpp/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed,automatic]
+cuda-cccl-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-command-line-tools-12-8/unknown,now 12.8.1-1 amd64 [installed,upgradable to: 12.8.2-1]
+cuda-compat-12-8/unknown,now 570.124.06-0ubuntu1 amd64 [installed,upgradable to: 575.57.08-0ubuntu1]
+cuda-compiler-12-8/unknown,now 12.8.1-1 amd64 [installed,upgradable to: 12.8.2-1]
+cuda-crt-12-8/unknown,now 12.8.93-1 amd64 [installed,automatic]
+cuda-cudart-12-8/unknown,now 12.8.90-1 amd64 [installed]
+cuda-cudart-dev-12-8/unknown,now 12.8.90-1 amd64 [installed]
+cuda-cuobjdump-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-cupti-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-cupti-dev-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-cuxxfilt-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-driver-dev-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-gdb-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-keyring/unknown,now 1.1-1 all [installed]
+cuda-libraries-12-8/unknown,now 12.8.1-1 amd64 [installed,upgradable to: 12.8.2-1]
+cuda-libraries-dev-12-8/unknown,now 12.8.1-1 amd64 [installed,upgradable to: 12.8.2-1]
+cuda-minimal-build-12-8/unknown,now 12.8.1-1 amd64 [installed,upgradable to: 12.8.2-1]
+cuda-nsight-compute-12-8/unknown,now 12.8.1-1 amd64 [installed,upgradable to: 12.8.2-1]
+cuda-nvcc-12-8/unknown,now 12.8.93-1 amd64 [installed,automatic]
+cuda-nvdisasm-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-nvml-dev-12-8/unknown,now 12.8.90-1 amd64 [installed]
+cuda-nvprof-12-8/unknown,now 12.8.90-1 amd64 [installed]
+cuda-nvprune-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-nvrtc-12-8/unknown,now 12.8.93-1 amd64 [installed,automatic]
+cuda-nvrtc-dev-12-8/unknown,now 12.8.93-1 amd64 [installed,automatic]
+cuda-nvtx-12-8/unknown,now 12.8.90-1 amd64 [installed]
+cuda-nvvm-12-8/unknown,now 12.8.93-1 amd64 [installed,automatic]
+cuda-opencl-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-opencl-dev-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-profiler-api-12-8/unknown,now 12.8.90-1 amd64 [installed,automatic]
+cuda-sanitizer-12-8/unknown,now 12.8.93-1 amd64 [installed,automatic]
+cuda-toolkit-12-8-config-common/unknown,now 12.8.90-1 all [installed,automatic]
+cuda-toolkit-12-config-common/unknown,now 12.8.90-1 all [installed,upgradable to: 12.9.79-1]
+cuda-toolkit-config-common/unknown,now 12.8.90-1 all [installed,upgradable to: 13.2.75-1]
+curl/jammy-updates,jammy-security,now 7.81.0-1ubuntu1.23 amd64 [installed]
+dash/jammy,now 0.5.11+git20210903+057cd650a4ed-3build1 amd64 [installed]
+dbus-user-session/jammy-updates,jammy-security,now 1.12.20-2ubuntu4.1 amd64 [installed,automatic]
+dbus/jammy-updates,jammy-security,now 1.12.20-2ubuntu4.1 amd64 [installed,automatic]
+dconf-gsettings-backend/jammy-updates,now 0.40.0-3ubuntu0.1 amd64 [installed,automatic]
+dconf-service/jammy-updates,now 0.40.0-3ubuntu0.1 amd64 [installed,automatic]
+debconf/jammy,now 1.5.79ubuntu1 all [installed]
+debianutils/jammy,now 5.5-1ubuntu2 amd64 [installed]
+default-libmysqlclient-dev/jammy,now 1.0.8 amd64 [installed,automatic]
+dh-elpa-helper/jammy,now 2.0.9ubuntu1 all [installed,automatic]
+diffutils/jammy,now 1:3.8-0ubuntu2 amd64 [installed]
+dirmngr/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed]
+distro-info-data/jammy-updates,now 0.52ubuntu0.11 all [installed,automatic]
+dnsutils/now 1:9.18.39-0ubuntu0.22.04.2 all [installed,upgradable to: 1:9.18.39-0ubuntu0.22.04.3]
+dpkg-dev/now 1.21.1ubuntu2.3 all [installed,upgradable to: 1.21.1ubuntu2.6]
+dpkg/now 1.21.1ubuntu2.3 amd64 [installed,upgradable to: 1.21.1ubuntu2.6]
+e2fsprogs/jammy-updates,now 1.46.5-2ubuntu1.2 amd64 [installed]
+emacsen-common/jammy,now 3.0.4 all [installed,automatic]
+ffmpeg/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed]
+file/jammy-updates,jammy-security,now 1:5.41-3ubuntu0.1 amd64 [installed]
+findutils/jammy,now 4.8.0-1ubuntu3 amd64 [installed]
+fontconfig-config/jammy,now 2.13.1-4.2ubuntu5 all [installed,automatic]
+fontconfig/jammy,now 2.13.1-4.2ubuntu5 amd64 [installed,automatic]
+fonts-humor-sans/jammy,now 1.0-4 all [installed]
+fonts-liberation/jammy,now 1:1.07.4-11 all [installed]
+fuse/jammy,now 2.9.9-5ubuntu3 amd64 [installed]
+g++-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+g++/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed,automatic]
+gcc-11-base/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+gcc-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+gcc-12-base/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04.3 amd64 [installed]
+gcc/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed,automatic]
+gdal-data/jammy,now 3.8.4+dfsg-1~jammy0 all [installed,automatic]
+gdal-plugins/jammy,now 3.8.4+dfsg-1~jammy0 amd64 [installed,automatic]
+gfortran-11/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+gfortran/jammy,now 4:11.2.0-1ubuntu1 amd64 [installed]
+gh/now 2.88.1 amd64 [installed,upgradable to: 2.92.0]
+gir1.2-freedesktop/jammy,now 1.72.0-1 amd64 [installed,automatic]
+gir1.2-gdkpixbuf-2.0/now 2.42.8+dfsg-1ubuntu0.4 amd64 [installed,upgradable to: 2.42.8+dfsg-1ubuntu0.5]
+gir1.2-glib-2.0/jammy,now 1.72.0-1 amd64 [installed,automatic]
+gir1.2-graphene-1.0/jammy,now 1.10.8-1 amd64 [installed,automatic]
+gir1.2-gtk-4.0/jammy-updates,jammy-security,now 4.6.9+ds-0ubuntu0.22.04.2 amd64 [installed]
+gir1.2-harfbuzz-0.0/jammy-updates,jammy-security,now 2.7.4-1ubuntu3.2 amd64 [installed,automatic]
+gir1.2-packagekitglib-1.0/now 1.2.5-2ubuntu3 amd64 [installed,upgradable to: 1.2.5-2ubuntu3.1]
+gir1.2-pango-1.0/jammy-updates,now 1.50.6+ds-2ubuntu1 amd64 [installed,automatic]
+git-lfs/jammy-updates,jammy-security,now 3.0.2-1ubuntu0.3 amd64 [installed]
+git-man/jammy-updates,jammy-security,now 1:2.34.1-1ubuntu1.17 all [installed,automatic]
+git/jammy-updates,jammy-security,now 1:2.34.1-1ubuntu1.17 amd64 [installed]
+gnupg-l10n/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 all [installed,automatic]
+gnupg-utils/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gnupg2/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 all [installed]
+gnupg/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 all [installed,automatic]
+gobject-introspection/jammy,now 1.72.0-1 amd64 [installed,automatic]
+google-perftools/jammy,now 2.9.1-0ubuntu3 all [installed]
+gpg-agent/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gpg-wks-client/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gpg-wks-server/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gpg/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gpgconf/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gpgsm/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed,automatic]
+gpgv/jammy-updates,jammy-security,now 2.2.27-3ubuntu2.5 amd64 [installed]
+graphviz/jammy-updates,now 2.42.2-6ubuntu0.1 amd64 [installed]
+grep/jammy,now 3.7-1build1 amd64 [installed]
+groff-base/jammy,now 1.22.4-8build1 amd64 [installed,automatic]
+gtk-update-icon-cache/jammy-updates,jammy-security,now 3.24.33-1ubuntu2.2 amd64 [installed,automatic]
+gzip/jammy-updates,now 1.10-4ubuntu4.1 amd64 [installed]
+hdf5-helpers/jammy,now 1.10.7+repack-4ubuntu2 amd64 [installed,automatic]
+hicolor-icon-theme/jammy,now 0.17-2 all [installed,automatic]
+hostname/jammy,now 3.23ubuntu2 amd64 [installed]
+humanity-icon-theme/jammy,now 0.6.16 all [installed,automatic]
+ibverbs-providers/jammy,now 39.0-1 amd64 [installed,automatic]
+icu-devtools/jammy,now 70.1-2 amd64 [installed,automatic]
+init-system-helpers/jammy,now 1.62 all [installed]
+intel-mkl/jammy,now 2020.4.304-2ubuntu3 amd64 [installed]
+iproute2/jammy,now 5.15.0-1ubuntu2 amd64 [installed,upgradable to: 5.15.0-1ubuntu2.1]
+iso-codes/jammy,now 4.9.0-1 all [installed,automatic]
+java-common/jammy,now 0.72build2 all [installed,automatic]
+jq/now 1.6-2.1ubuntu3.1 amd64 [installed,upgradable to: 1.6-2.1ubuntu3.2]
+kmod/jammy,now 29-1ubuntu1 amd64 [installed,upgradable to: 29-1ubuntu1.1]
+krb5-multidev/jammy-updates,jammy-security,now 1.19.2-2ubuntu0.7 amd64 [installed,automatic]
+less/jammy-updates,jammy-security,now 590-1ubuntu0.22.04.3 amd64 [installed]
+libacl1/jammy,now 2.3.1-1 amd64 [installed]
+libaec-dev/jammy,now 1.0.6-1 amd64 [installed,automatic]
+libaec0/jammy,now 1.0.6-1 amd64 [installed,automatic]
+libann0/jammy,now 1.1.2+doc-7build1 amd64 [installed,automatic]
+libaom-dev/jammy-updates,jammy-security,now 3.3.0-1ubuntu0.1 amd64 [installed,automatic]
+libaom3/jammy-updates,jammy-security,now 3.3.0-1ubuntu0.1 amd64 [installed,automatic]
+libapparmor1/jammy-updates,now 3.0.4-2ubuntu2.5 amd64 [installed,automatic]
+libappstream4/jammy,now 0.15.2-2 amd64 [installed,automatic]
+libapt-pkg-dev/jammy-updates,now 2.4.14 amd64 [installed]
+libapt-pkg6.0/jammy-updates,now 2.4.14 amd64 [installed]
+libarchive13/now 3.6.0-1ubuntu1.5 amd64 [installed,upgradable to: 3.6.0-1ubuntu1.6]
+libargon2-1/jammy,now 0~20171227-0.3 amd64 [installed,automatic]
+libarmadillo-dev/jammy,now 1:10.8.2+dfsg-1 amd64 [installed,automatic]
+libarmadillo10/jammy,now 1:10.8.2+dfsg-1 amd64 [installed,automatic]
+libarpack2-dev/jammy,now 3.8.0-1 amd64 [installed,automatic]
+libarpack2/jammy,now 3.8.0-1 amd64 [installed,automatic]
+libasan6/jammy-updates,jammy-security,now 11.4.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+libasound2-data/jammy-updates,jammy-security,now 1.2.6.1-1ubuntu1.1 all [installed,automatic]
+libasound2/jammy-updates,jammy-security,now 1.2.6.1-1ubuntu1.1 amd64 [installed,automatic]
+libass9/jammy,now 1:0.15.2-1 amd64 [installed,automatic]
+libassuan0/jammy,now 2.5.5-1build1 amd64 [installed,automatic]
+libasyncns0/jammy,now 0.8-6build2 amd64 [installed,automatic]
+libatlas-base-dev/jammy,now 3.10.3-12ubuntu1 amd64 [installed]
+libatlas3-base/jammy,now 3.10.3-12ubuntu1 amd64 [installed,automatic]
+libatomic1/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+libattr1/jammy,now 1:2.5.1-1build1 amd64 [installed]
+libaudit-common/jammy,now 1:3.0.7-1build1 all [installed]
+libaudit1/jammy,now 1:3.0.7-1build1 amd64 [installed]
+libavahi-client3/jammy-updates,jammy-security,now 0.8-5ubuntu5.4 amd64 [installed,automatic]
+libavahi-common-data/jammy-updates,jammy-security,now 0.8-5ubuntu5.4 amd64 [installed,automatic]
+libavahi-common3/jammy-updates,jammy-security,now 0.8-5ubuntu5.4 amd64 [installed,automatic]
+libavc1394-0/jammy,now 0.5.4-5build2 amd64 [installed,automatic]
+libavcodec58/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
+libavdevice58/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed]
+libavfilter7/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
+libavformat58/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
+libavutil56/jammy-updates,jammy-security,now 7:4.4.2-0ubuntu0.22.04.1 amd64 [installed,automatic]
+libbinutils/now 2.38-4ubuntu2.7 amd64 [installed,upgradable to: 2.38-4ubuntu2.12]
+libblas3/jammy,now 3.10.0-2ubuntu1 amd64 [installed,automatic]
+libblkid-dev/jammy-updates,jammy-security,now 2.37.2-4ubuntu3.5 amd64 [installed,automatic]
+libblkid1/jammy-updates,jammy-security,now 2.37.2-4ubuntu3.5 amd64 [installed]
+libblosc-dev/jammy,now 1.21.1+ds2-2 amd64 [installed,automatic]
+libblosc1/jammy,now 1.21.1+ds2-2 amd64 [installed,automatic]
+libbluray2/jammy,now 1:1.3.1-1 amd64 [installed,automatic]
+libboost-dev/jammy,now 1.74.0.3ubuntu7 amd64 [installed,automatic]
+libboost1.74-dev/jammy,now 1.74.0-14ubuntu3 amd64 [installed,automatic]
+libbpf0/jammy-updates,jammy-security,now 1:0.5.0-1ubuntu22.04.1 amd64 [installed,automatic]
+libbrotli-dev/jammy,now 1.0.9-2build6 amd64 [installed,automatic]
+libbrotli1/jammy,now 1.0.9-2build6 amd64 [installed,automatic]
+libbs2b0/jammy,now 3.1.0+dfsg-2.2build1 amd64 [installed,automatic]
+libbsd-dev/jammy,now 0.11.5-1 amd64 [installed,automatic]
+libbsd0/jammy,now 0.11.5-1 amd64 [installed,automatic]
+libbz2-1.0/jammy,now 1.0.8-5build1 amd64 [installed]
+libbz2-dev/jammy,now 1.0.8-5build1 amd64 [installed,automatic]
+libc-bin/now 2.35-0ubuntu3.8 amd64 [installed,upgradable to: 2.35-0ubuntu3.13]
+libc-dev-bin/now 2.35-0ubuntu3.9 amd64 [installed,upgradable to: 2.35-0ubuntu3.13]
+libc6-dev/now 2.35-0ubuntu3.9 amd64 [installed,upgradable to: 2.35-0ubuntu3.13]
+libc6/now 2.35-0ubuntu3.9 amd64 [installed,upgradable to: 2.35-0ubuntu3.13]
+libcaca0/jammy-updates,jammy-security,now 0.99.beta19-2.2ubuntu4.1 amd64 [installed,automatic]
+libcairo-gobject2/jammy,now 1.16.0-5ubuntu2 amd64 [installed,upgradable to: 1.16.0-5ubuntu2.1]
+libcairo-script-interpreter2/jammy,now 1.16.0-5ubuntu2 amd64 [installed,upgradable to: 1.16.0-5ubuntu2.1]
+libcairo2-dev/jammy,now 1.16.0-5ubuntu2 amd64 [installed,upgradable to: 1.16.0-5ubuntu2.1]
+libcairo2/jammy,now 1.16.0-5ubuntu2 amd64 [installed,upgradable to: 1.16.0-5ubuntu2.1]
+libcap-ng0/jammy,now 0.7.9-2.2build3 amd64 [installed]
+libcap2-bin/now 1:2.44-1ubuntu0.22.04.2 amd64 [installed,upgradable to: 1:2.44-1ubuntu0.22.04.3]
+libcap2/now 1:2.44-1ubuntu0.22.04.1 amd64 [installed,upgradable to: 1:2.44-1ubuntu0.22.04.3]
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+libcc1-0/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+libcdio-cdda2/jammy,now 10.2+2.0.0-1build3 amd64 [installed,automatic]
+libcdio-paranoia2/jammy,now 10.2+2.0.0-1build3 amd64 [installed,automatic]
+libcdio19/jammy-updates,jammy-security,now 2.1.0-3ubuntu0.2 amd64 [installed,automatic]
+libcdt5/jammy-updates,now 2.42.2-6ubuntu0.1 amd64 [installed,automatic]
+libcfitsio-dev/jammy,now 4.0.0-1 amd64 [installed,automatic]
+libcfitsio9/jammy,now 4.0.0-1 amd64 [installed,automatic]
+libcgraph6/jammy-updates,now 2.42.2-6ubuntu0.1 amd64 [installed,automatic]
+libchromaprint1/jammy,now 1.5.1-2 amd64 [installed,automatic]
+libcmark-gfm-extensions0.29.0.gfm.3/jammy,now 0.29.0.gfm.3-3 amd64 [installed,automatic]
+libcmark-gfm0.29.0.gfm.3/jammy,now 0.29.0.gfm.3-3 amd64 [installed,automatic]
+libcodec2-1.0/jammy,now 1.0.1-3 amd64 [installed,automatic]
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+libctf-nobfd0/now 2.38-4ubuntu2.7 amd64 [installed,upgradable to: 2.38-4ubuntu2.12]
+libctf0/now 2.38-4ubuntu2.7 amd64 [installed,upgradable to: 2.38-4ubuntu2.12]
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+libdebconfclient0/jammy,now 0.261ubuntu1 amd64 [installed]
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+libdrm-radeon1/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
+libdrm2/jammy-updates,now 2.4.113-2~ubuntu0.22.04.1 amd64 [installed,automatic]
+libdw1/jammy-updates,jammy-security,now 0.186-1ubuntu0.1 amd64 [installed,automatic]
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+libflite1/jammy,now 2.2-3 amd64 [installed,automatic]
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+libfontconfig1/jammy,now 2.13.1-4.2ubuntu5 amd64 [installed]
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+libglib2.0-data/jammy-updates,jammy-security,now 2.72.4-0ubuntu2.9 all [installed,automatic]
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+libgstreamer1.0-0/jammy-updates,jammy-security,now 1.20.3-0ubuntu1.1 amd64 [installed,automatic]
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+libhdf5-hl-cpp-100/jammy,now 1.10.7+repack-4ubuntu2 amd64 [installed,automatic]
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+libhwloc15/jammy-updates,now 2.7.0-2ubuntu1 amd64 [installed,automatic]
+libibverbs-dev/jammy,now 39.0-1 amd64 [installed,automatic]
+libibverbs1/jammy,now 39.0-1 amd64 [installed,automatic]
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+libicu-dev/jammy,now 70.1-2 amd64 [installed]
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+libjpeg-turbo8/jammy,now 2.1.2-0ubuntu1 amd64 [installed,automatic]
+libjpeg8-dev/jammy,now 8c-2ubuntu10 amd64 [installed,automatic]
+libjpeg8/jammy,now 8c-2ubuntu10 amd64 [installed,automatic]
+libjq1/now 1.6-2.1ubuntu3.1 amd64 [installed,upgradable to: 1.6-2.1ubuntu3.2]
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+libkadm5srv-mit12/jammy-updates,jammy-security,now 1.19.2-2ubuntu0.7 amd64 [installed,automatic]
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+libkeyutils1/jammy,now 1.6.1-2ubuntu3 amd64 [installed]
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+libkmlbase1/jammy,now 1.3.0-9 amd64 [installed,automatic]
+libkmlconvenience1/jammy,now 1.3.0-9 amd64 [installed,automatic]
+libkmldom1/jammy,now 1.3.0-9 amd64 [installed,automatic]
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+libkmlxsd1/jammy,now 1.3.0-9 amd64 [installed,automatic]
+libkmod2/jammy,now 29-1ubuntu1 amd64 [installed,upgradable to: 29-1ubuntu1.1]
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+libksba8/jammy-updates,jammy-security,now 1.6.0-2ubuntu0.2 amd64 [installed,automatic]
+liblab-gamut1/jammy-updates,now 2.42.2-6ubuntu0.1 amd64 [installed,automatic]
+liblapack-dev/jammy,now 3.10.0-2ubuntu1 amd64 [installed]
+liblapack3/jammy,now 3.10.0-2ubuntu1 amd64 [installed,automatic]
+liblcms2-2/jammy,now 2.12~rc1-2build2 amd64 [installed,upgradable to: 2.12~rc1-2ubuntu0.1]
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+liblept5/jammy,now 1.82.0-3build1 amd64 [installed,automatic]
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+libllvm15/jammy-updates,jammy-security,now 1:15.0.7-0ubuntu0.22.04.3 amd64 [installed,automatic]
+liblmdb0/jammy,now 0.9.24-1build2 amd64 [installed,automatic]
+liblsan0/jammy-updates,jammy-security,now 12.3.0-1ubuntu1~22.04.3 amd64 [installed,automatic]
+libltdl-dev/jammy,now 2.4.6-15build2 amd64 [installed,automatic]
+libltdl7/jammy,now 2.4.6-15build2 amd64 [installed,automatic]
+liblz4-1/jammy,now 1.9.3-2build2 amd64 [installed]
+liblz4-dev/jammy,now 1.9.3-2build2 amd64 [installed,automatic]
+liblzma-dev/jammy,now 5.2.5-2ubuntu1 amd64 [installed,automatic]
+liblzma5/jammy,now 5.2.5-2ubuntu1 amd64 [installed]
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+r-cran-bit/jammy,now 4.6.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-blob/jammy,now 1.3.0-1.ca2204.1 all [installed,automatic]
+r-cran-boot/jammy,now 1.3-32-1.ca2204.1 all [installed,automatic]
+r-cran-brew/jammy,now 1.0-10-1.ca2204.1 all [installed,automatic]
+r-cran-brio/jammy,now 1.1.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-broom/jammy,now 1.0.12-1.ca2204.1 all [installed,automatic]
+r-cran-bslib/jammy,now 0.10.0-1.ca2204.1 all [installed,automatic]
+r-cran-cachem/jammy,now 1.1.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-callr/jammy,now 3.7.6-1.ca2204.1 all [installed,automatic]
+r-cran-cellranger/jammy,now 1.1.0-3 all [installed,automatic]
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+r-cran-cli/jammy,now 3.6.6-1.ca2204.1 amd64 [installed,automatic]
+r-cran-clipr/jammy,now 0.8.0-1.ca2204.1 all [installed,automatic]
+r-cran-cluster/jammy,now 2.1.8.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-codetools/jammy,now 0.2-20-1.ca2204.1 all [installed,automatic]
+r-cran-commonmark/jammy,now 2.0.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-conflicted/jammy,now 1.2.0-1.ca2204.1 all [installed,automatic]
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+r-cran-crayon/jammy,now 1.5.3-1.ca2204.1 all [installed,automatic]
+r-cran-credentials/jammy,now 2.0.3-1.ca2204.1 all [installed,automatic]
+r-cran-curl/jammy,now 7.1.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-data.table/jammy,now 1.18.2.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-dbi/jammy,now 1.3.0-1.ca2204.1 all [installed,automatic]
+r-cran-dbplyr/jammy,now 2.5.2-1.ca2204.1 all [installed,automatic]
+r-cran-desc/jammy,now 1.4.3-1.ca2204.1 all [installed,automatic]
+r-cran-devtools/jammy,now 2.5.2-1.ca2204.1 all [installed]
+r-cran-diffobj/jammy,now 0.3.6-1.ca2204.1 amd64 [installed,automatic]
+r-cran-digest/jammy,now 0.6.39-1.ca2204.1 amd64 [installed,automatic]
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+r-cran-dplyr/jammy,now 1.2.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-dtplyr/jammy,now 1.3.3-1.ca2204.1 all [installed,automatic]
+r-cran-ellipsis/jammy,now 0.3.3-1.ca2204.1 all [installed,automatic]
+r-cran-evaluate/jammy,now 1.0.5-1.ca2204.1 all [installed,automatic]
+r-cran-fansi/jammy,now 1.0.7-1.ca2204.1 amd64 [installed,automatic]
+r-cran-farver/jammy,now 2.1.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-fastmap/jammy,now 1.2.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-fontawesome/jammy,now 0.5.3-1.ca2204.1 all [installed,automatic]
+r-cran-forcats/jammy,now 1.0.1-1.ca2204.1 all [installed,automatic]
+r-cran-foreign/jammy-cran40,now 0.8.91-1.2204.0 amd64 [installed,automatic]
+r-cran-fs/jammy,now 2.1.0-1.ca2204.1 amd64 [installed,automatic]
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+r-cran-generics/jammy,now 0.1.4-1.ca2204.1 all [installed,automatic]
+r-cran-gert/jammy,now 2.3.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-ggplot2/jammy,now 4.0.3-1.ca2204.1 all [installed,automatic]
+r-cran-gh/jammy,now 1.5.0-1.ca2204.1 all [installed,automatic]
+r-cran-gitcreds/jammy,now 0.1.2-1.ca2204.1 all [installed,automatic]
+r-cran-glue/jammy,now 1.8.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-googledrive/jammy,now 2.1.2-1.ca2204.1 all [installed,automatic]
+r-cran-googlesheets4/jammy,now 1.1.2-1.ca2204.1 all [installed,automatic]
+r-cran-gtable/jammy,now 0.3.6-1.ca2204.1 all [installed,automatic]
+r-cran-haven/jammy,now 2.5.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-highr/jammy,now 0.12-1.ca2204.1 all [installed,automatic]
+r-cran-hms/jammy,now 1.1.4-1.ca2204.1 all [installed,automatic]
+r-cran-htmltools/jammy,now 0.5.9-1.ca2204.1 amd64 [installed,automatic]
+r-cran-htmlwidgets/jammy,now 1.6.4-1.ca2204.1 all [installed,automatic]
+r-cran-httpuv/jammy,now 1.6.17-1.ca2204.1 amd64 [installed,automatic]
+r-cran-httr2/jammy,now 1.2.2-1.ca2204.1 all [installed,automatic]
+r-cran-httr/jammy,now 1.4.8-1.ca2204.1 all [installed,automatic]
+r-cran-ids/jammy,now 1.0.1-2 all [installed,automatic]
+r-cran-ini/jammy,now 0.3.1-2build1 all [installed,automatic]
+r-cran-isoband/jammy,now 0.3.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-jquerylib/jammy,now 0.1.4.0.2-1.ca2204.1 all [installed,automatic]
+r-cran-jsonlite/jammy,now 2.0.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-kernsmooth/jammy,now 2.23-26-1.ca2204.1 amd64 [installed,automatic]
+r-cran-knitr/jammy,now 1.51-1.ca2204.1 all [installed,automatic]
+r-cran-labeling/jammy,now 0.4.3-1.ca2204.1 all [installed,automatic]
+r-cran-later/jammy,now 1.4.8-1.ca2204.1 amd64 [installed,automatic]
+r-cran-lattice/jammy,now 0.22-9-1.ca2204.1 amd64 [installed,automatic]
+r-cran-lifecycle/jammy,now 1.0.5-1.ca2204.1 all [installed,automatic]
+r-cran-lubridate/jammy,now 1.9.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-magrittr/jammy,now 2.0.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-mass/jammy,now 7.3-65-1.ca2204.1 amd64 [installed,automatic]
+r-cran-matrix/jammy,now 1.7-5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-memoise/jammy,now 2.0.1-1.ca2204.1 all [installed,automatic]
+r-cran-mgcv/jammy,now 1.9-4-1.ca2204.1 amd64 [installed,automatic]
+r-cran-mime/jammy,now 0.13-1.ca2204.1 amd64 [installed,automatic]
+r-cran-miniui/jammy,now 0.1.2-1.ca2204.1 all [installed,automatic]
+r-cran-modelr/jammy,now 0.1.11-1.ca2204.1 all [installed,automatic]
+r-cran-nlme/jammy,now 3.1.168-1.ca2204.1 amd64 [installed,upgradable to: 3.1.169-1.2204.0]
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+r-cran-openssl/jammy,now 2.4.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-otel/jammy,now 0.2.0-1.ca2204.1 all [installed,automatic]
+r-cran-pak/jammy,now 0.9.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-pillar/jammy,now 1.11.1-1.ca2204.1 all [installed,automatic]
+r-cran-pkgbuild/jammy,now 1.4.8-1.ca2204.1 all [installed,automatic]
+r-cran-pkgconfig/jammy,now 2.0.3-2build1 all [installed,automatic]
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+r-cran-pkgload/jammy,now 1.5.2-1.ca2204.1 all [installed,automatic]
+r-cran-praise/jammy,now 1.0.0-4build1 all [installed,automatic]
+r-cran-prettyunits/jammy,now 1.2.0-1.ca2204.1 all [installed,automatic]
+r-cran-processx/jammy,now 3.9.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-profvis/jammy,now 0.4.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-progress/jammy,now 1.2.3-1.ca2204.1 all [installed,automatic]
+r-cran-promises/jammy,now 1.5.0-1.ca2204.1 all [installed,automatic]
+r-cran-ps/jammy,now 1.9.3-1.ca2204.1 amd64 [installed,automatic]
+r-cran-purrr/jammy,now 1.2.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-r6/jammy,now 2.6.1-1.ca2204.1 all [installed,automatic]
+r-cran-ragg/jammy,now 1.5.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-rappdirs/jammy,now 0.3.4-1.ca2204.1 amd64 [installed,automatic]
+r-cran-rcmdcheck/jammy,now 1.4.0-2 all [installed,automatic]
+r-cran-rcolorbrewer/jammy,now 1.1-3-1.ca2204.1 all [installed,automatic]
+r-cran-rcpp/jammy,now 1.1.1-1.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-readr/jammy,now 2.2.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-readxl/jammy,now 1.4.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-rematch2/jammy,now 2.1.2-2build1 all [installed,automatic]
+r-cran-rematch/jammy,now 2.0.0-1.ca2204.1 all [installed,automatic]
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+r-cran-rlang/jammy,now 1.2.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-rmarkdown/jammy,now 2.31-1.ca2204.1 all [installed,automatic]
+r-cran-roxygen2/jammy,now 8.0.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-rpart/now 4.1.24-1.ca2204.1 amd64 [installed,upgradable to: 4.1.27-1.ca2204.1]
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+r-cran-rstudioapi/jammy,now 0.18.0-1.ca2204.1 all [installed,automatic]
+r-cran-rversions/jammy,now 3.0.0-1.ca2204.1 all [installed,automatic]
+r-cran-rvest/jammy,now 1.0.5-1.ca2204.1 all [installed,automatic]
+r-cran-s7/jammy,now 0.2.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-sass/jammy,now 0.4.10-1.ca2204.1 amd64 [installed,automatic]
+r-cran-scales/jammy,now 1.4.0-1.ca2204.1 all [installed,automatic]
+r-cran-selectr/jammy,now 0.5-1-1.ca2204.1 all [installed,automatic]
+r-cran-sessioninfo/jammy,now 1.2.3-1.ca2204.1 all [installed,automatic]
+r-cran-shiny/jammy,now 1.13.0-1.ca2204.1 all [installed,automatic]
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+r-cran-spatial/jammy,now 7.3-18-1.ca2204.1 amd64 [installed,automatic]
+r-cran-stringi/jammy,now 1.8.7-1.ca2204.1 amd64 [installed,automatic]
+r-cran-stringr/jammy,now 1.6.0-1.ca2204.1 all [installed,automatic]
+r-cran-survival/jammy,now 3.8-6-1.ca2204.1 amd64 [installed,automatic]
+r-cran-sys/jammy,now 3.4.3-1.ca2204.1 amd64 [installed,automatic]
+r-cran-systemfonts/jammy,now 1.3.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-testthat/jammy,now 3.3.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-textshaping/jammy,now 1.0.5-1.ca2204.1 amd64 [installed,automatic]
+r-cran-tibble/jammy,now 3.3.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-tidyr/jammy,now 1.3.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-tidyselect/jammy,now 1.2.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-tidyverse/jammy,now 2.0.0-1.ca2204.1 all [installed]
+r-cran-timechange/jammy,now 0.4.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-tinytex/jammy,now 0.59-1.ca2204.1 all [installed,automatic]
+r-cran-tzdb/jammy,now 0.5.0-1.ca2204.1 amd64 [installed,automatic]
+r-cran-urlchecker/jammy,now 1.0.1-1.ca2204.1 all [installed,automatic]
+r-cran-usethis/jammy,now 3.2.1-1.ca2204.1 all [installed,automatic]
+r-cran-utf8/jammy,now 1.2.6-1.ca2204.1 amd64 [installed,automatic]
+r-cran-uuid/jammy,now 1.2-2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-vctrs/jammy,now 0.7.3-1.ca2204.1 amd64 [installed,automatic]
+r-cran-viridislite/jammy,now 0.4.3-1.ca2204.1 all [installed,automatic]
+r-cran-vroom/jammy,now 1.7.1-1.ca2204.1 amd64 [installed,automatic]
+r-cran-waldo/jammy,now 0.6.2-1.ca2204.1 all [installed,automatic]
+r-cran-whisker/jammy,now 0.4.1-1.ca2204.1 all [installed,automatic]
+r-cran-withr/jammy,now 3.0.2-1.ca2204.1 all [installed,automatic]
+r-cran-xfun/jammy,now 0.57-1.ca2204.1 amd64 [installed,automatic]
+r-cran-xml2/jammy,now 1.5.2-1.ca2204.1 amd64 [installed,automatic]
+r-cran-xopen/jammy,now 1.0.1-1.ca2204.1 all [installed,automatic]
+r-cran-xtable/jammy,now 1:1.8-4-2 all [installed,automatic]
+r-cran-yaml/jammy,now 2.3.12-1.ca2204.1 amd64 [installed,automatic]
+r-cran-zip/jammy,now 2.3.3-1.ca2204.1 amd64 [installed,automatic]
+r-recommended/jammy-cran40,now 4.5.3-1.2204.0 all [installed]
+readline-common/jammy,now 8.1.2-1 all [installed,automatic]
+rename/jammy,now 1.30-1 all [installed]
+ripgrep/jammy-updates,jammy-security,now 13.0.0-2ubuntu0.1 amd64 [installed]
+rpcsvc-proto/jammy,now 1.4.2-0ubuntu6 amd64 [installed,automatic]
+rsync/jammy-updates,jammy-security,now 3.2.7-0ubuntu0.22.04.4 amd64 [installed]
+sed/jammy,now 4.8-1ubuntu2 amd64 [installed]
+sensible-utils/jammy,now 0.0.17 all [installed]
+shared-mime-info/jammy,now 2.1-2 amd64 [installed,automatic]
+socat/jammy,now 1.7.4.1-3ubuntu4 amd64 [installed]
+software-properties-common/jammy-updates,now 0.99.22.9 all [installed]
+sudo/jammy-updates,jammy-security,now 1.9.9-1ubuntu2.6 amd64 [installed]
+systemd-sysv/jammy-security,now 249.11-0ubuntu3.19 amd64 [installed,upgradable to: 249.11-0ubuntu3.20]
+systemd/jammy-security,now 249.11-0ubuntu3.19 amd64 [installed,upgradable to: 249.11-0ubuntu3.20]
+sysvinit-utils/jammy,now 3.01-1ubuntu1 amd64 [installed]
+tar/jammy-updates,jammy-security,now 1.34+dfsg-1ubuntu0.1.22.04.2 amd64 [installed]
+tcl-dev/jammy,now 8.6.11+1build2 amd64 [installed]
+tcl8.6-dev/jammy,now 8.6.12+dfsg-1build1 amd64 [installed,automatic]
+tcl8.6/jammy,now 8.6.12+dfsg-1build1 amd64 [installed,automatic]
+tcl/jammy,now 8.6.11+1build2 amd64 [installed,automatic]
+tcllib/jammy,now 1.20+dfsg-1 all [installed]
+tesseract-ocr-eng/jammy,now 1:4.00~git30-7274cfa-1.1 all [installed,automatic]
+tesseract-ocr-osd/jammy,now 1:4.00~git30-7274cfa-1.1 all [installed,automatic]
+tesseract-ocr/jammy,now 4.1.1-2.1build1 amd64 [installed]
+tk-dev/jammy,now 8.6.11+1build2 amd64 [installed]
+tk8.6-dev/jammy,now 8.6.12-1build1 amd64 [installed,automatic]
+tk8.6/jammy,now 8.6.12-1build1 amd64 [installed,automatic]
+tk/jammy,now 8.6.11+1build2 amd64 [installed,automatic]
+tmux/jammy-updates,jammy-security,now 3.2a-4ubuntu0.2 amd64 [installed]
+tzdata/jammy-security,now 2025b-0ubuntu0.22.04.1 all [installed,upgradable to: 2026a-0ubuntu0.22.04.1]
+ubuntu-keyring/jammy,now 2021.03.26 all [installed]
+ubuntu-mono/jammy,now 20.10-0ubuntu2 all [installed,automatic]
+ucf/jammy,now 3.0043 all [installed,automatic]
+unixodbc-common/jammy-updates,jammy-security,now 2.3.9-5ubuntu0.1 all [installed,automatic]
+unixodbc-dev/jammy-updates,jammy-security,now 2.3.9-5ubuntu0.1 amd64 [installed,automatic]
+unrar/jammy-updates,jammy-security,now 1:6.1.5-1ubuntu0.1 amd64 [installed]
+unzip/jammy-updates,now 6.0-26ubuntu3.2 amd64 [installed]
+usrmerge/jammy,now 25ubuntu2 all [installed]
+util-linux/now 2.37.2-4ubuntu3.4 amd64 [installed,upgradable to: 2.37.2-4ubuntu3.5]
+uuid-dev/jammy-updates,jammy-security,now 2.37.2-4ubuntu3.5 amd64 [installed,automatic]
+vim-common/now 2:8.2.3995-1ubuntu2.26 all [installed,upgradable to: 2:8.2.3995-1ubuntu2.28]
+vim-runtime/now 2:8.2.3995-1ubuntu2.26 all [installed,upgradable to: 2:8.2.3995-1ubuntu2.28]
+vim/now 2:8.2.3995-1ubuntu2.26 amd64 [installed,upgradable to: 2:8.2.3995-1ubuntu2.28]
+wget/jammy-updates,jammy-security,now 1.21.2-2ubuntu1.1 amd64 [installed]
+x11-common/jammy,now 1:7.7+23ubuntu2 all [installed,automatic]
+x11-xkb-utils/jammy,now 7.7+5build4 amd64 [installed,automatic]
+x11proto-dev/jammy,now 2021.5-1 all [installed,automatic]
+xauth/jammy,now 1:1.1-1build2 amd64 [installed,automatic]
+xdg-utils/jammy-updates,now 1.1.3-4.1ubuntu3~22.04.1 all [installed,automatic]
+xkb-data/jammy,now 2.33-1 all [installed,automatic]
+xorg-sgml-doctools/jammy,now 1:1.11-1.1 all [installed,automatic]
+xserver-common/jammy-updates,jammy-security,now 2:21.1.4-2ubuntu1.7~22.04.16 all [installed,automatic]
+xtrans-dev/jammy,now 1.4.0-1 all [installed,automatic]
+xvfb/jammy-updates,jammy-security,now 2:21.1.4-2ubuntu1.7~22.04.16 amd64 [installed]
+xxd/now 2:8.2.3995-1ubuntu2.26 amd64 [installed,upgradable to: 2:8.2.3995-1ubuntu2.28]
+xz-utils/jammy,now 5.2.5-2ubuntu1 amd64 [installed,automatic]
+zip/jammy,now 3.0-12build2 amd64 [installed]
+zlib1g-dev/jammy-updates,jammy-security,now 1:1.2.11.dfsg-2ubuntu9.2 amd64 [installed,automatic]
+zlib1g/jammy-updates,jammy-security,now 1:1.2.11.dfsg-2ubuntu9.2 amd64 [installed]
diff --git a/scripts/data/colab_os_info.gpu.txt b/scripts/data/colab_os_info.gpu.txt
new file mode 100644
index 0000000000..a2672c5ddc
--- /dev/null
+++ b/scripts/data/colab_os_info.gpu.txt
@@ -0,0 +1,9 @@
+# Do not modify this file directly; it is generated by extract_colabx_testing_tarballs.sh via
+#  $ (lsb_release -ds;python --version;) > os-info-gpu.txt
+# Be aware that this list does not necessarily reflect the current state of the
+# staging or production container, but rather the state as of the most recent
+# submitted CL where extract_colabx_testing_tarballs.sh was run.
+Ubuntu 22.04.5 LTS
+Python 3.12.13
+R version 4.5.3 (2026-03-11) -- "Reassured Reassurer"
+julia version 1.12.6
diff --git a/scripts/notebook_validator.py b/scripts/notebook_validator.py
index dffd40e6ba..057362e760 100644
--- a/scripts/notebook_validator.py
+++ b/scripts/notebook_validator.py
@@ -55,6 +55,21 @@ COLAB_PIP_FREEZE_URL = (
 )
 COLAB_FALLBACK_FILE = DATA_DIR / "colab_pip_freeze.gpu.txt"
 
+# Oracle files we snapshot from googlecolab/backend-info. The diff
+# subcommand fetches each, compares against the committed snapshot,
+# and surfaces NEW / REMOVED / CHANGED entries so upstream Colab base
+# image rotations land in CI within ~24h instead of when a notebook
+# breaks. Every rule in this validator that resolves against the
+# Colab preinstall (R-INST-002/003/004/005) gets earlier signal.
+COLAB_ORACLE_FILES: dict[str, str] = {
+    "pip-freeze.gpu.txt": "colab_pip_freeze.gpu.txt",
+    "apt-list-gpu.txt":   "colab_apt_list.gpu.txt",
+    "os-info-gpu.txt":    "colab_os_info.gpu.txt",
+}
+COLAB_ORACLE_BASE_URL = (
+    "https://raw.githubusercontent.com/googlecolab/backend-info/main/"
+)
+
 # ----- Compat tables. PRs add rows as new releases land. ----- #
 
 # torch.minor -> set of compatible torchcodec.minor strings.
@@ -1086,6 +1101,130 @@ def cmd_refresh_colab(args: argparse.Namespace) -> int:
     return 0
 
 
+def _parse_pip_lines(text: str) -> dict[str, str]:
+    out: dict[str, str] = {}
+    for line in text.splitlines():
+        line = line.strip()
+        if not line or line.startswith("#"):
+            continue
+        m = re.match(r"^([A-Za-z0-9._-]+)\s*==\s*(.+?)\s*(;.*)?$", line)
+        if m:
+            out[m.group(1).lower()] = m.group(2)
+    return out
+
+
+def _parse_apt_lines(text: str) -> dict[str, str]:
+    """`pkg/release,now ver arch [installed[,automatic]]` -> {pkg: ver}."""
+    out: dict[str, str] = {}
+    for line in text.splitlines():
+        line = line.strip()
+        if not line or line.startswith("#") or line == "Listing...":
+            continue
+        m = re.match(r"^([^/\s]+)/\S+\s+(\S+)\s+\S+\s+\[installed", line)
+        if m:
+            out[m.group(1).lower()] = m.group(2)
+    return out
+
+
+def _parse_os_lines(text: str) -> dict[str, str]:
+    """Free-form `<tool> <version>` lines. Skip comments. The key is the
+    first token lower-cased; the value is the rest of the line."""
+    out: dict[str, str] = {}
+    for line in text.splitlines():
+        line = line.strip()
+        if not line or line.startswith("#"):
+            continue
+        parts = line.split(None, 1)
+        if len(parts) == 2:
+            out[parts[0].lower()] = parts[1]
+        else:
+            out[parts[0].lower()] = ""
+    return out
+
+
+_COLAB_ORACLE_PARSERS = {
+    "pip-freeze.gpu.txt": _parse_pip_lines,
+    "apt-list-gpu.txt":   _parse_apt_lines,
+    "os-info-gpu.txt":    _parse_os_lines,
+}
+
+
+def _diff_oracle(
+    upstream: dict[str, str], snapshot: dict[str, str]
+) -> tuple[list[tuple[str, str]], list[tuple[str, str]], list[tuple[str, str, str]]]:
+    """Return (new, removed, changed). new/removed are (key, value);
+    changed is (key, old, new)."""
+    new = sorted((k, upstream[k]) for k in upstream.keys() - snapshot.keys())
+    removed = sorted((k, snapshot[k]) for k in snapshot.keys() - upstream.keys())
+    changed = sorted(
+        (k, snapshot[k], upstream[k])
+        for k in upstream.keys() & snapshot.keys()
+        if upstream[k] != snapshot[k]
+    )
+    return new, removed, changed
+
+
+def cmd_colab_diff(args: argparse.Namespace) -> int:
+    """Fetch every Colab oracle file in COLAB_ORACLE_FILES, diff against
+    the committed snapshot, and print NEW / REMOVED / CHANGED. Advisory
+    by default (rc=0); --strict promotes any diff to rc=1 so the daily
+    cron can fail loudly when upstream rotates."""
+    snapshot_dir = pathlib.Path(args.snapshot_dir).resolve()
+    any_diff = False
+    for upstream_name, snapshot_name in COLAB_ORACLE_FILES.items():
+        url = COLAB_ORACLE_BASE_URL + upstream_name
+        snap_path = snapshot_dir / snapshot_name
+        try:
+            with urllib.request.urlopen(url, timeout = 15) as r:
+                upstream_text = r.read().decode("utf-8", errors = "replace")
+        except (urllib.error.URLError, urllib.error.HTTPError, TimeoutError) as e:
+            print(f"::warning::colab-diff: could not fetch {url}: {e}")
+            continue
+        if not snap_path.exists():
+            print(f"::warning::colab-diff: no committed snapshot at {snap_path}; skipping")
+            continue
+        snapshot_text = snap_path.read_text(encoding = "utf-8", errors = "replace")
+        parser = _COLAB_ORACLE_PARSERS[upstream_name]
+        upstream = parser(upstream_text)
+        snapshot = parser(snapshot_text)
+        new, removed, changed = _diff_oracle(upstream, snapshot)
+        n = len(new) + len(removed) + len(changed)
+        print(
+            f"\n=== {upstream_name}: "
+            f"upstream={len(upstream)} snapshot={len(snapshot)} "
+            f"diff={n} (new={len(new)} removed={len(removed)} changed={len(changed)}) ==="
+        )
+        if not n:
+            print("  no drift")
+            continue
+        any_diff = True
+        for k, v in new[:50]:
+            print(f"  NEW      {k}=={v}")
+        if len(new) > 50:
+            print(f"  ...and {len(new) - 50} more new entries")
+        for k, v in removed[:50]:
+            print(f"  REMOVED  {k} (was {v})")
+        if len(removed) > 50:
+            print(f"  ...and {len(removed) - 50} more removed entries")
+        for k, old, ver in changed[:80]:
+            print(f"  CHANGED  {k}: {old} -> {ver}")
+        if len(changed) > 80:
+            print(f"  ...and {len(changed) - 80} more changed entries")
+    if any_diff and args.strict:
+        print(
+            "\n::error::Colab oracle drifted from committed snapshot; "
+            "refresh scripts/data/colab_*.txt to acknowledge.",
+            file = sys.stderr,
+        )
+        return 1
+    if any_diff:
+        print(
+            "\n::notice::Colab oracle drifted; "
+            "refresh scripts/data/colab_*.txt at your convenience."
+        )
+    return 0
+
+
 # ----- Helpers ----- #
 
 
@@ -1132,6 +1271,13 @@ def main(argv: list[str] | None = None) -> int:
     pa = sub.add_parser("refresh-colab")
     pa.add_argument("--out", default = str(COLAB_FALLBACK_FILE))
 
+    pa = sub.add_parser("colab-diff")
+    pa.add_argument("--snapshot-dir", default = str(DATA_DIR))
+    pa.add_argument(
+        "--strict", action = "store_true",
+        help = "exit 1 on any drift (default: advisory; exit 0)",
+    )
+
     args = p.parse_args(argv)
     return {
         "drift": cmd_drift,
@@ -1141,6 +1287,7 @@ def main(argv: list[str] | None = None) -> int:
         "api": cmd_api,
         "all": cmd_all,
         "refresh-colab": cmd_refresh_colab,
+        "colab-diff": cmd_colab_diff,
     }[args.cmd](args)