diff --git a/README.md b/README.md
index d80f3c8..b0e6fe2 100644
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+++ b/README.md
@@ -43,7 +43,9 @@ Below is a list of the notebooks included in the `notebooks` directory, organize
 
 - **Chapter 6: Advanced Prompt Engineering**
   - [`06_adv_prompt_engineering.ipynb`](notebooks/06_adv_prompt_engineering.ipynb): Advanced techniques in prompt engineering, including output validation and semantic few-shot learning.
-  - [`06_adv_prompt_engineering%20-%20DEEPSEEK.ipynb`](notebooks/06_adv_prompt_engineering - DEEPSEEK.ipynb): Advanced techniques in prompt engineering, including output validation and semantic few-shot learning.
+
+
+  - [`06_adv_prompt_engineering - DEEPSEEK.ipynb`](notebooks/06_adv_prompt_engineering%20-%20DEEPSEEK.ipynb): Extending the MathQA case study to Deepseek V3 and R1. Prompting stil seems to matter :) 
 
 - **Chapter 7: Customizing Embeddings and Model Architectures**
   - [`07_recommendation_engine.ipynb`](notebooks/07_recommendation_engine.ipynb): Building a recommendation engine using custom fine-tuned LLMs and embeddings.
@@ -112,4 +114,4 @@ This repository is for educational purposes and is meant to accompany the "Quick
 
 1. Check out Sinan's Newsletter [AI Office Hours](https://ai-office-hours.beehiiv.com/) for more AI/LLM content!
 2. Sinan has a podcast called [Practically Intelligent](https://podcasts.apple.com/us/podcast/practically-intelligent/id1678774315) where he chats about the latest and greatest in AI!
-3. Follow the [Getting Started with Data, LLMs and ChatGPT Playlist on O'Reilly](https://www.oreilly.com/playlists/2953f6c7-0e13-49ac-88e2-b951e11388de) for a curated list of Sinan's work!
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+3. Follow the [Getting Started with Data, LLMs and ChatGPT Playlist on O'Reilly](https://www.oreilly.com/playlists/2953f6c7-0e13-49ac-88e2-b951e11388de) for a curated list of Sinan's work!