diff --git a/README.md b/README.md
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@@ -15,7 +15,7 @@ Abstract: **The current discourse around Large Language Models (LLMs) tends to f
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 | Preface                   | | | [html](https://www.tamingllms.com/markdown/preface.html) | N/A           | *Ready for Review*                   |
 | About the Book                  | | | [html](https://www.tamingllms.com/markdown/intro.html) | N/A           | *Ready for Review*                   |
-| Chapter 1: The Evals Gap                 | | | [html](https://www.tamingllms.com/notebooks/evals.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/evals.ipynb) | *Ready for Review*     |
+| Chapter 1: The Evals Gap         [pdf](https://www.dropbox.com/scl/fi/voyhpqp0glkhijopyev71/DRAFT_Chapter-1-The-Evals-Gap.pdf?rlkey=ehzf6g4ngsssuoe471on8itu4&st=zqv98w2n&dl=0)        | [podcast](https://tamingllm.substack.com/p/chapter-1-podcast-the-evals-gap) | | [html](https://www.tamingllms.com/notebooks/evals.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/evals.ipynb) | *Ready for Review*     |
 | Chapter 2: Structured Output| [pdf](https://www.dropbox.com/scl/fi/x3a84bm1ewcfemj4p7b5p/DRAFT_Chapter-2-Structured-Output.pdf?rlkey=zysw6mat7har133rs7am7bb8n&st=4ns4ak24&dl=0) | podcast | [html](https://www.tamingllms.com/notebooks/structured_output.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/structured_output.ipynb) | *Ready for Review*     |
 | Chapter 3: Managing Input Data | | | [html](https://www.tamingllms.com/notebooks/input.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/input.ipynb) | WIP    |
 | Chapter 4: Safety              | | | [html](https://www.tamingllms.com/notebooks/safety.html)  |  [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/safety.ipynb) | *Ready for Review*     |