diff --git a/docs/md_v2/tutorial/episode_11_2_Extraction_Strategies:_LLM.md b/docs/md_v2/tutorial/episode_11_2_Extraction_Strategies_LLM.md
similarity index 99%
rename from docs/md_v2/tutorial/episode_11_2_Extraction_Strategies:_LLM.md
rename to docs/md_v2/tutorial/episode_11_2_Extraction_Strategies_LLM.md
index 900c32f2..3682425f 100644
--- a/docs/md_v2/tutorial/episode_11_2_Extraction_Strategies:_LLM.md
+++ b/docs/md_v2/tutorial/episode_11_2_Extraction_Strategies_LLM.md
@@ -150,4 +150,4 @@ Here’s a comprehensive outline for the **LLM Extraction Strategy** video, cove
 
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-This outline explains LLM Extraction in Crawl4AI, with examples showing how to extract structured data using custom schemas and instructions. It demonstrates flexibility with multiple providers, ensuring practical application for different use cases.
\ No newline at end of file
+This outline explains LLM Extraction in Crawl4AI, with examples showing how to extract structured data using custom schemas and instructions. It demonstrates flexibility with multiple providers, ensuring practical application for different use cases.