diff --git a/README.md b/README.md
index a1eebae73..305bffdfe 100644
--- a/README.md
+++ b/README.md
@@ -71,7 +71,7 @@ Build dynamic memory for Agents and replace RAG using scalable, modular ECL (Ext
 
 ## Get Started
 
-Get started quickly with a Google Colab  <a href="https://colab.research.google.com/drive/1jHbWVypDgCLwjE71GSXhRL3YxYhCZzG1?usp=sharing">notebook</a> , <a href="https://deepnote.com/workspace/cognee-382213d0-0444-4c89-8265-13770e333c02/project/cognee-demo-78ffacb9-5832-4611-bb1a-560386068b30/notebook/Notebook-1-75b24cda566d4c24ab348f7150792601?utm_source=share-modal&utm_medium=product-shared-content&utm_campaign=notebook&utm_content=78ffacb9-5832-4611-bb1a-560386068b30">Deepnote notebook</a> or  <a href="https://github.com/topoteretes/cognee/tree/main/cognee-starter-kit">starter repo</a>
+Get started quickly with a Google Colab  <a href="https://colab.research.google.com/drive/12Vi9zID-M3fpKpKiaqDBvkk98ElkRPWy?usp=sharing">notebook</a> , <a href="https://deepnote.com/workspace/cognee-382213d0-0444-4c89-8265-13770e333c02/project/cognee-demo-78ffacb9-5832-4611-bb1a-560386068b30/notebook/Notebook-1-75b24cda566d4c24ab348f7150792601?utm_source=share-modal&utm_medium=product-shared-content&utm_campaign=notebook&utm_content=78ffacb9-5832-4611-bb1a-560386068b30">Deepnote notebook</a> or  <a href="https://github.com/topoteretes/cognee/tree/main/cognee-starter-kit">starter repo</a>
 
 
 ## About cognee
@@ -224,12 +224,12 @@ We now have a paper you can cite:
 
 ```bibtex
 @misc{markovic2025optimizinginterfaceknowledgegraphs,
-      title={Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning}, 
+      title={Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning},
       author={Vasilije Markovic and Lazar Obradovic and Laszlo Hajdu and Jovan Pavlovic},
       year={2025},
       eprint={2505.24478},
       archivePrefix={arXiv},
       primaryClass={cs.AI},
-      url={https://arxiv.org/abs/2505.24478}, 
+      url={https://arxiv.org/abs/2505.24478},
 }
 ```