diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt
index dae2606eaf7..58e73327ca7 100644
--- a/.ci/docker/requirements.txt
+++ b/.ci/docker/requirements.txt
@@ -2,7 +2,7 @@
 # Refer to ./jenkins/build.sh for tutorial build instructions
 
 sphinx==5.3.0
-sphinx-gallery==0.11.1
+sphinx-gallery==0.17.1
 sphinx-reredirects==0.1.4
 sphinx-design==0.4.0
 docutils==0.16
@@ -31,7 +31,8 @@ pytorch-lightning
 torchx
 torchrl==0.7.2
 tensordict==0.7.2
-ax-platform>=0.4.0
+# For ax_multiobjective_nas_tutorial.py
+ax-platform>=0.4.0,<0.5.0
 nbformat>=5.9.2
 datasets
 transformers
diff --git a/.jenkins/build.sh b/.jenkins/build.sh
index 9162152ff78..0187f6ba84c 100755
--- a/.jenkins/build.sh
+++ b/.jenkins/build.sh
@@ -152,11 +152,11 @@ elif [[ "${JOB_TYPE}" == "manager" ]]; then
   if [[ "$COMMIT_SOURCE" == "refs/heads/master" || "$COMMIT_SOURCE" == "refs/heads/main" ]]; then
     git clone https://github.com/pytorch/tutorials.git -b gh-pages gh-pages
     # Clean up directories that contain tutorials
-    
+
     for dir in beginner intermediate prototype recipes advanced distributed vision text audio; do
       rm -rf "gh-pages/$dir"
     done
-    
+
     cp -r docs/* gh-pages/
     pushd gh-pages
     # DANGER! DO NOT REMOVE THE `set +x` SETTING HERE!
diff --git a/custom_directives.py b/custom_directives.py
index 388aa262e6e..d989723f190 100644
--- a/custom_directives.py
+++ b/custom_directives.py
@@ -88,7 +88,8 @@ def run(self):
             if 'intro' in self.options:
                 intro = self.options['intro'][:195] + '...'
             else:
-                _, blocks = sphinx_gallery.gen_rst.split_code_and_text_blocks(abs_fname)
+                block_parser = sphinx_gallery.gen_rst.BlockParser(abs_fname, {"filetype_parsers": {}})
+                _, blocks, _ = block_parser.split_code_and_text_blocks(abs_fname)
                 intro, _ = sphinx_gallery.gen_rst.extract_intro_and_title(abs_fname, blocks[0][1])
 
             thumbnail_rst = ''
diff --git a/intermediate_source/ax_multiobjective_nas_tutorial.py b/intermediate_source/ax_multiobjective_nas_tutorial.py
index 0f1ae21a556..95080004fd5 100644
--- a/intermediate_source/ax_multiobjective_nas_tutorial.py
+++ b/intermediate_source/ax_multiobjective_nas_tutorial.py
@@ -245,7 +245,7 @@ def _get_event_multiplexer_for_trial(self, trial):
         mul = event_multiplexer.EventMultiplexer(max_reload_threads=20)
         mul.AddRunsFromDirectory(Path(log_dir).joinpath(str(trial.index)).as_posix(), None)
         mul.Reload()
-    
+
         return mul
 
     # This indicates whether the metric is queryable while the trial is