diff --git a/docs/modules/ppo.rst b/docs/modules/ppo.rst
index a562aa2..829aa33 100644
--- a/docs/modules/ppo.rst
+++ b/docs/modules/ppo.rst
@@ -25,7 +25,7 @@ Notes
 - Clear explanation of PPO on Arxiv Insights channel: https://www.youtube.com/watch?v=5P7I-xPq8u8
 - OpenAI blog post: https://blog.openai.com/openai-baselines-ppo/
 - Spinning Up guide: https://spinningup.openai.com/en/latest/algorithms/ppo.html
-- 37 implementation details blog: https://ppo-details.cleanrl.dev//2021/11/05/ppo-implementation-details/
+- 37 implementation details blog: https://iclr-blog-track.github.io/2022/03/25/ppo-implementation-details/
 
 
 Can I use?