diff --git a/doc/conf.py b/doc/conf.py
index 30b2b25..535bde2 100755
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -33,19 +33,9 @@
 ]
 
 sphinx_gallery_conf = {
-    "examples_dirs": ["examples"],  # path to
-    # example scripts
-    "gallery_dirs": ["auto_example"],
-    "filename_pattern": "/plot_",
-    "run_stale_examples": True,
-    "show_signature": False,
-    # directory where function/class granular galleries are stored
-    "backreferences_dir": "gen_modules/backreferences",
-    # Modules for which function/class level galleries are created.
-    "doc_module": ("openturns"),
-    # objects to exclude from implicit backreferences. The default option
-    # is an empty set, i.e. exclude nothing.
-    "exclude_implicit_doc": {},
+    'examples_dirs': ['examples'],
+    'gallery_dirs': ['auto_examples'],
+    'show_signature': False,
 }
 
 autodoc_default_options = {
@@ -72,7 +62,7 @@
 extensions.append("matplotlib.sphinxext.plot_directive")
 
 intersphinx_mapping = {
-    "python": ("http://openturns.github.io/openturns/1.18", "openturns-objects.inv")
+    "python": ("http://openturns.github.io/openturns/1.22", "openturns-objects.inv")
 }
 autosummary_generate = True
 
@@ -91,7 +81,7 @@
 
 # General information about the project.
 project = u"ottemplate"
-copyright = u"2005-2023 Airbus-EDF-IMACS-ONERA-Phimeca"
+copyright = u"2005-2024 Airbus-EDF-IMACS-ONERA-Phimeca"
 # The version info for the project you're documenting, acts as replacement for
 # |version| and |release|, also used in various other places throughout the
 # built documents.
diff --git a/doc/examples/README.txt b/doc/examples/README.txt
index e69de29..7d4d0aa 100644
--- a/doc/examples/README.txt
+++ b/doc/examples/README.txt
@@ -0,0 +1,2 @@
+Examples
+========
\ No newline at end of file
diff --git a/doc/examples/examples.rst b/doc/examples/examples.rst
deleted file mode 100644
index 0d3d79c..0000000
--- a/doc/examples/examples.rst
+++ /dev/null
@@ -1,10 +0,0 @@
-Examples
-========
-
-This section illustrates how to use the template.
-
-
-
-.. toctree::
-   
-   ../auto_example/plot_basic
diff --git a/doc/examples/plot_basic.py b/doc/examples/plot_basic.py
index 9dd1772..fa6ce7e 100644
--- a/doc/examples/plot_basic.py
+++ b/doc/examples/plot_basic.py
@@ -2,6 +2,7 @@
 Example : Using ottemplatepython module
 ---------------------------------------
 """
+
 # %%
 # This example aims to illustrate how to use the module.
 
diff --git a/doc/index.rst b/doc/index.rst
index 97a2e83..1d50781 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -8,7 +8,7 @@ User documentation
    :maxdepth: 2
 
    user_manual/user_manual
-   examples/examples
+   ../auto_examples/index.rst
 
 Developer guide 
 ---------------
diff --git a/doc/openturns-objects.inv b/doc/openturns-objects.inv
index 1d760e8..861a2b7 100644
Binary files a/doc/openturns-objects.inv and b/doc/openturns-objects.inv differ