diff --git a/src/data/roadmaps/ai-agents/content/fine-tuning-vs-prompt-engineering@5OW_6o286mj470ElFyJ_5.md b/src/data/roadmaps/ai-agents/content/fine-tuning-vs-prompt-engineering@5OW_6o286mj470ElFyJ_5.md
index 3ab0c4209..a09a5ca94 100644
--- a/src/data/roadmaps/ai-agents/content/fine-tuning-vs-prompt-engineering@5OW_6o286mj470ElFyJ_5.md
+++ b/src/data/roadmaps/ai-agents/content/fine-tuning-vs-prompt-engineering@5OW_6o286mj470ElFyJ_5.md
@@ -6,4 +6,5 @@ Visit the following resources to learn more:
 
 - [@article@OpenAI Fine Tuning](https://platform.openai.com/docs/guides/fine-tuning)
 - [@article@Prompt Engineering Guide](https://www.promptingguide.ai/)
-- [@article@Prompt Engineering vs Prompt Tuning: A Detailed Explanation](https://medium.com/@aabhi02/prompt-engineering-vs-prompt-tuning-a-detailed-explanation-19ea8ce62ac4)
\ No newline at end of file
+- [@article@Prompt Engineering vs Prompt Tuning: A Detailed Explanation](https://medium.com/@aabhi02/prompt-engineering-vs-prompt-tuning-a-detailed-explanation-19ea8ce62ac4)
+- [@video@RAG vs Fine-Tuning vs Prompt Engineering: Optimizing AI Models](https://youtu.be/zYGDpG-pTho?si=pFeWqbjSN1RM4WiZ)