diff --git a/README.md b/README.md
index 0b6ebb9f89..12fd793e5a 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@
 <a href="https://discord.gg/unsloth"><img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/Discord button.png" height="48"></a>
 <a href="https://ko-fi.com/unsloth"><img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/buy me a coffee button.png" height="48"></a>
 
-### Finetune Llama 3.1, Mistral, Phi-3.5 & Gemma 2-5x faster with 80% less memory!
+### Finetune Llama 3.2, Mistral, Phi-3.5 & Gemma 2-5x faster with 80% less memory!
 
 ![](https://i.ibb.co/sJ7RhGG/image-41.png)
 
@@ -39,9 +39,9 @@ All notebooks are **beginner friendly**! Add your dataset, click "Run All", and
 - Click [here](https://github.com/unslothai/unsloth/wiki) for detailed documentation for Unsloth.
 
 ## 🦥 Unsloth.ai News
+- 📣 NEW! [Llama 3.2 Conversational notebook](https://colab.research.google.com/drive/1T5-zKWM_5OD21QHwXHiV9ixTRR7k3iB9?usp=sharing) includes training only on completions / outputs (increase accuracy), ShareGPT standardization and more!
 - 📣 NEW! [Qwen 2.5 7b notebook](https://colab.research.google.com/drive/1Kose-ucXO1IBaZq5BvbwWieuubP7hxvQ?usp=sharing) finetuning is supported! Qwen 2.5 comes in multiple sizes - check our [4bit uploads](https://huggingface.co/unsloth) for 4x faster downloads!. 14b fits in a Colab GPU! [Qwen 2.5 conversational notebook](https://colab.research.google.com/drive/1qN1CEalC70EO1wGKhNxs1go1W9So61R5?usp=sharing)
 - 📣 NEW! [Mistral Small 22b notebook](https://colab.research.google.com/drive/1oCEHcED15DzL8xXGU1VTx5ZfOJM8WY01?usp=sharing) finetuning fits in under 16GB of VRAM!
-- 📣 NEW! [Llama 3.1 Conversational notebook](https://colab.research.google.com/drive/15OyFkGoCImV9dSsewU1wa2JuKB4-mDE_?usp=sharing) includes training only on completions / outputs (increase accuracy), ShareGPT standardization and more!
 - 📣 NEW! [Phi-3.5 (mini)](https://colab.research.google.com/drive/1lN6hPQveB_mHSnTOYifygFcrO8C1bxq4?usp=sharing) now supported
 - 📣 NEW! [Gemma-2-2b](https://colab.research.google.com/drive/1weTpKOjBZxZJ5PQ-Ql8i6ptAY2x-FWVA?usp=sharing) now supported! Try out [Chat interface](https://colab.research.google.com/drive/1i-8ESvtLRGNkkUQQr_-z_rcSAIo9c3lM?usp=sharing)!
 - 📣 NEW! [Llama 3.1 8b, 70b](https://colab.research.google.com/drive/1Ys44kVvmeZtnICzWz0xgpRnrIOjZAuxp?usp=sharing) & [Mistral Nemo-12b](https://colab.research.google.com/drive/17d3U-CAIwzmbDRqbZ9NnpHxCkmXB6LZ0?usp=sharing) both Base and Instruct are now supported