diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 9c52182e85..0879eeebdf 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -356,11 +356,11 @@ Submit the changes as a PR to the main branch of
1. Address all feedback comments from your reviewers.
1. Make sure all CI checks are passing.
-Once you submit your PR, you can see a generated Netlify preview of your
-build. You can see an example Netlify preview at the following URL:
-
->
-
+Once you submit your PR, you can see a preview of your
+build, titled "Preview Python docs built from this PR", under Helpful Links.
+This preview will show you how your tutorial will appear on the website,
+but it is not the final version. The final version will be published
+after the PR is merged.
## Do not merge the PR yourself ##
diff --git a/beginner_source/audio_io_tutorial.rst b/beginner_source/audio_io_tutorial.rst
deleted file mode 100644
index 3263ad93a9..0000000000
--- a/beginner_source/audio_io_tutorial.rst
+++ /dev/null
@@ -1,10 +0,0 @@
-Audio I/O
-=========
-
-This tutorial has been moved to https://pytorch.org/audio/stable/tutorials/audio_io_tutorial.html
-
-It will redirect in 3 seconds.
-
-.. raw:: html
-
-
diff --git a/redirects.py b/redirects.py
index 1ffa68e6b8..dd639976eb 100644
--- a/redirects.py
+++ b/redirects.py
@@ -12,6 +12,7 @@
"beginner/hybrid_frontend/learning_hybrid_frontend_through_example_tutorial.html": "../../index.html",
"beginner/flava_finetuning_tutorial.html": "../index.html",
"beginner/ptcheat.html": "../index.html",
+ "beginner/audio_io_tutorial.html": "../index.html",
"intermediate/FSDP_adavnced_tutorial.html": "https://docs.pytorch.org/tutorials/intermediate/FSDP_advanced_tutorial.html",
"intermediate/dynamic_quantization_bert_tutorial.html": "../index.html",
"intermediate/flask_rest_api_tutorial": "../index.html",