diff --git a/chapters/en/chapter12/2.mdx b/chapters/en/chapter12/2.mdx
index 6757ff453..6d3b0f002 100644
--- a/chapters/en/chapter12/2.mdx
+++ b/chapters/en/chapter12/2.mdx
@@ -166,15 +166,15 @@ In the next module, we'll get our hands dirty and dive into the DeepSeek R1 pape
@@ -226,15 +226,15 @@ In the next module, we'll get our hands dirty and dive into the DeepSeek R1 pape