diff --git a/README.md b/README.md
index c85016ae0..2e7bbc416 100644
--- a/README.md
+++ b/README.md
@@ -95,7 +95,7 @@ You can find information on the latest version [here](https://anaconda.org/conda
     This will open skore-ui in a browser window.
 
 You will automatically be able to visualize some key metrics (although you might have forgotten to specify all of them):
-![Cross-validation screenshot](https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_cross_val.png)
+![Cross-validation screenshot](https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_cross_val_clf.png)
 
 Also check out `skore.train_test_split()` that enhances scikit-learn. Learn more in our [documentation](https://skore.probabl.ai).
 
diff --git a/examples/00_getting_started/plot_01_getting_started.py b/examples/00_getting_started/plot_01_getting_started.py
index 584d64faa..4d124e4c3 100644
--- a/examples/00_getting_started/plot_01_getting_started.py
+++ b/examples/00_getting_started/plot_01_getting_started.py
@@ -163,11 +163,13 @@
 #     For example, you can have a specific view for data preprocessing and another one
 #     for model interpretation.
 #
-# #.  From the *Items* section on the left, you can add stored items to this
+# #.  On the left, by default, you are in the *Activity feed*.
+#
+# #.  You also have an *Items* section on the left, you can add stored items to this
 #     view, either by clicking on ``+`` or by dragging an item to the right.
 #
-# #.  In the skore UI on the right, you can drag-and-drop items to re-order them,
-#     remove items, etc.
+# #.  Once in the *Items* section, in the skore UI on the right, you can drag-and-drop
+#     items to re-order them, remove items, etc.
 #
 # .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_demo_comp.gif
 #   :alt: Getting started with ``skore`` demo
@@ -191,17 +193,16 @@
 #     my_project.put("my_int", 16)
 #
 # Skore does not overwrite items with the same name (key value), instead it stores
-# their history so that, from the skore UI, we could visualize their different
-# histories:
+# their history so that, from the skore UI, we have an activity feed functionality:
 #
-# .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_tracking_comp.gif
-#   :alt: Tracking the history of an item from the skore UI
+# .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_activity_feed.png
+#   :alt: Activity feed on the skore UI
 #
 # |
-# There is also an activity feed functionality on the left side bar:
+# Moreover, in the items tab, we can visualize the different histories of an item:
 #
-# .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_activity_feed.png
-#   :alt: Activity feed on the skore UI
+# .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_tracking_comp.gif
+#   :alt: Tracking the history of an item from the skore UI
 #
 # |
 # These tracking functionalities are very useful to:
diff --git a/examples/01_track/plot_02_tracking_items.py b/examples/01_track/plot_02_tracking_items.py
index 2de1969b1..f90a4df00 100644
--- a/examples/01_track/plot_02_tracking_items.py
+++ b/examples/01_track/plot_02_tracking_items.py
@@ -58,16 +58,16 @@
 #
 #       skore launch "my_project"
 #
-#   and, from the skore UI, we could visualize the different histories of the ``my_int``
-#   item:
-#
-#   .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_tracking_comp.gif
-#       :alt: Tracking the history of an item from the skore UI
-#
-#   There is also an activity feed functionality:
+#   and, from the skore UI, we could see an activity feed:
 #
 #   .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_activity_feed.png
 #       :alt: Activity feed on the skore UI
+#
+#   Moreover, in the items tab, we could also visualize the different histories of the
+#   ``my_int`` item:
+#
+#   .. image:: https://media.githubusercontent.com/media/probabl-ai/skore/main/sphinx/_static/images/2024_12_12_skore_tracking_comp.gif
+#       :alt: Tracking the history of an item from the skore UI
 
 # %%
 # We retrieve the history of the ``my_int`` item:
diff --git a/sphinx/_static/images/2024_12_12_skore_cross_val_clf.png b/sphinx/_static/images/2024_12_12_skore_cross_val_clf.png
new file mode 100644
index 000000000..4ca75acc6
--- /dev/null
+++ b/sphinx/_static/images/2024_12_12_skore_cross_val_clf.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:970c28954d769ee040615d5e0a98405816cd47b3247abea0def64421c9ee6ddf
+size 244474