diff --git a/examples/getting_started/plot_tracking_items.py b/examples/getting_started/plot_tracking_items.py
index 11bfe30aa..ec8e1a5fb 100644
--- a/examples/getting_started/plot_tracking_items.py
+++ b/examples/getting_started/plot_tracking_items.py
@@ -73,7 +73,7 @@
 # We retrieve the history of the ``my_int`` item:
 
 # %%
-item_histories = my_project.get_item_versions("my_int")
+item_histories = my_project.get_item_versions("my_int")  # TO CHANGE /!\
 
 # %%
 # We can print the first history (first iteration) of this item:
diff --git a/examples/getting_started/plot_working_with_projects.py b/examples/getting_started/plot_working_with_projects.py
index 0b16b2074..3d672df1d 100644
--- a/examples/getting_started/plot_working_with_projects.py
+++ b/examples/getting_started/plot_working_with_projects.py
@@ -119,25 +119,19 @@ def my_func(x):
 )
 
 # %%
-# Moreover, we can also explicitly tell skore the media type of an object, for example
-# in HTML:
+# Moreover, we can also explicitly tell skore the way we want to display an object, for
+# example in HTML:
 
 # %%
-from skore.item import MediaItem
 
-my_project.put_item(
+my_project.put(
     "my_string_3",
-    MediaItem.factory(
-        "<p><h1>Title</h1> <b>bold</b>, <i>italic</i>, etc.</p>", media_type="text/html"
-    ),
+    "<p><h1>Title</h1> <b>bold</b>, <i>italic</i>, etc.</p>",
+    display_as="html",
 )
 
 # %%
-# .. note::
-#   We used :func:`~skore.Project.put_item` instead of :func:`~skore.Project.put`.
-
-# %%
-# Note that the media type is only used for the UI, and not in this notebook at hand:
+# Note that the `display_as` is only used for the UI, and not in this notebook at hand:
 
 # %%
 my_project.get("my_string_3")
diff --git a/examples/model_evaluation/plot_cross_validate.py b/examples/model_evaluation/plot_cross_validate.py
index 9422e37b0..a47b6b74f 100644
--- a/examples/model_evaluation/plot_cross_validate.py
+++ b/examples/model_evaluation/plot_cross_validate.py
@@ -157,7 +157,7 @@
 # %%
 # We can also access the plot after we have stored the ``CrossValidationReporter``:
 my_project.put("cross_validation_regression", reporter)
-cv_item = my_project.get_item("cross_validation_regression")
+cv_item = my_project.get_item("cross_validation_regression")  # TO CHANGE /!\
 cv_item.plots["Scores"]
 
 # %%