diff --git a/README.md b/README.md
index 6c98fda..8858c08 100644
--- a/README.md
+++ b/README.md
@@ -20,8 +20,8 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 | Chapter 2: Structured Output| [pdf](https://docsend.com/view/5i88kgvkvtxucj3b) | [podcast](https://tamingllm.substack.com/p/chapter-2-podcast-structured-output) | [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 | [pdf](https://docsend.com/view/dp8b6j8jgpexkvkx) | | [html](https://www.tamingllms.com/notebooks/input.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/input.ipynb) |   *Ready for Review*   | 
 | Chapter 4: Safety              | [pdf](https://docsend.com/view/xzb3f6fqvy5cjzps) | | [html](https://www.tamingllms.com/notebooks/safety.html)  |  [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/safety.ipynb) |  *Ready for Review*   |
-| Chapter 5: Preference-Based Alignment     | | | [html](https://www.tamingllms.com/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) |     |
-| Chapter 6: Local LLMs in Practice | | | [html](https://www.tamingllms.com/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) |    |
+| Chapter 5: Preference-Based Alignment     | [pdf](https://docsend.com/view/fi4z8c4jmzncviwa) | | [html](https://www.tamingllms.com/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) |  *Ready for Review*   |
+| Chapter 6: Local LLMs in Practice | [pdf](https://docsend.com/view/ybbh5nifcazw3bdh) | | [html](https://www.tamingllms.com/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) |  *Ready for Review*  |
 | Chapter 7: The Falling Cost Paradox               | | |              |               |        WIP              |
 | Chapter 8: Frontiers                | | |              |               |                 |
 | Appendix A: Tools and Resources           | | |              |               |                      |
diff --git a/tamingllms/_build/.doctrees/environment.pickle b/tamingllms/_build/.doctrees/environment.pickle
index 12fcaf2..7184bfa 100644
Binary files a/tamingllms/_build/.doctrees/environment.pickle and b/tamingllms/_build/.doctrees/environment.pickle differ
diff --git a/tamingllms/_build/.doctrees/markdown/toc.doctree b/tamingllms/_build/.doctrees/markdown/toc.doctree
index 1af8c43..e6a6ef5 100644
Binary files a/tamingllms/_build/.doctrees/markdown/toc.doctree and b/tamingllms/_build/.doctrees/markdown/toc.doctree differ
diff --git a/tamingllms/_build/html/_sources/markdown/toc.md b/tamingllms/_build/html/_sources/markdown/toc.md
index 3de7f95..c2ec6d7 100644
--- a/tamingllms/_build/html/_sources/markdown/toc.md
+++ b/tamingllms/_build/html/_sources/markdown/toc.md
@@ -25,8 +25,8 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 | Chapter 2: Structured Output| [pdf](https://docsend.com/view/5i88kgvkvtxucj3b) | [podcast](https://tamingllm.substack.com/p/chapter-2-podcast-structured-output) | [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 | [pdf](https://docsend.com/view/dp8b6j8jgpexkvkx) | | [html](https://www.tamingllms.com/notebooks/input.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/input.ipynb) |   *Ready for Review*   | 
 | Chapter 4: Safety              | [pdf](https://docsend.com/view/xzb3f6fqvy5cjzps) | | [html](https://www.tamingllms.com/notebooks/safety.html)  |  [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/safety.ipynb) |  *Ready for Review*   |
-| Chapter 5: Preference-Based Alignment     | | | [html](https://www.tamingllms.com/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) |     |
-| Chapter 6: Local LLMs in Practice | | | [html](https://www.tamingllms.com/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) |    |
+| Chapter 5: Preference-Based Alignment     | [pdf](https://docsend.com/view/fi4z8c4jmzncviwa) | | [html](https://www.tamingllms.com/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) |  *Ready for Review*   |
+| Chapter 6: Local LLMs in Practice | [pdf](https://docsend.com/view/ybbh5nifcazw3bdh) | | [html](https://www.tamingllms.com/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) |  *Ready for Review*  |
 | Chapter 7: The Falling Cost Paradox               | | |              |               |        WIP              |
 | Chapter 8: Frontiers                | | |              |               |                 |
 | Appendix A: Tools and Resources           | | |              |               |                      |
diff --git a/tamingllms/_build/html/markdown/toc.html b/tamingllms/_build/html/markdown/toc.html
index 4eb4a0a..593d8fc 100644
--- a/tamingllms/_build/html/markdown/toc.html
+++ b/tamingllms/_build/html/markdown/toc.html
@@ -294,18 +294,18 @@ <h2><em>A Practical Guide to LLM Pitfalls with Open Source Software</em><a class
 <td><p><em>Ready for Review</em></p></td>
 </tr>
 <tr class="row-even"><td><p>Chapter 5: Preference-Based Alignment</p></td>
-<td><p></p></td>
+<td><p><a class="reference external" href="https://docsend.com/view/fi4z8c4jmzncviwa">pdf</a></p></td>
 <td><p></p></td>
 <td><p><a class="reference external" href="https://www.tamingllms.com/notebooks/alignment.html">html</a></p></td>
 <td><p><a class="reference external" href="https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb">ipynb</a></p></td>
-<td><p></p></td>
+<td><p><em>Ready for Review</em></p></td>
 </tr>
 <tr class="row-odd"><td><p>Chapter 6: Local LLMs in Practice</p></td>
-<td><p></p></td>
+<td><p><a class="reference external" href="https://docsend.com/view/ybbh5nifcazw3bdh">pdf</a></p></td>
 <td><p></p></td>
 <td><p><a class="reference external" href="https://www.tamingllms.com/notebooks/local.html">html</a></p></td>
 <td><p><a class="reference external" href="https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb">ipynb</a></p></td>
-<td><p></p></td>
+<td><p><em>Ready for Review</em></p></td>
 </tr>
 <tr class="row-even"><td><p>Chapter 7: The Falling Cost Paradox</p></td>
 <td><p></p></td>
diff --git a/tamingllms/_build/jupyter_execute/markdown/intro.ipynb b/tamingllms/_build/jupyter_execute/markdown/intro.ipynb
index 56ddaa1..d2599e8 100644
--- a/tamingllms/_build/jupyter_execute/markdown/intro.ipynb
+++ b/tamingllms/_build/jupyter_execute/markdown/intro.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "3ad550fc",
+   "id": "87ed3c40",
    "metadata": {},
    "source": [
     "(intro)=\n",
diff --git a/tamingllms/markdown/toc.md b/tamingllms/markdown/toc.md
index 3de7f95..c2ec6d7 100644
--- a/tamingllms/markdown/toc.md
+++ b/tamingllms/markdown/toc.md
@@ -25,8 +25,8 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 | Chapter 2: Structured Output| [pdf](https://docsend.com/view/5i88kgvkvtxucj3b) | [podcast](https://tamingllm.substack.com/p/chapter-2-podcast-structured-output) | [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 | [pdf](https://docsend.com/view/dp8b6j8jgpexkvkx) | | [html](https://www.tamingllms.com/notebooks/input.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/input.ipynb) |   *Ready for Review*   | 
 | Chapter 4: Safety              | [pdf](https://docsend.com/view/xzb3f6fqvy5cjzps) | | [html](https://www.tamingllms.com/notebooks/safety.html)  |  [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/safety.ipynb) |  *Ready for Review*   |
-| Chapter 5: Preference-Based Alignment     | | | [html](https://www.tamingllms.com/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) |     |
-| Chapter 6: Local LLMs in Practice | | | [html](https://www.tamingllms.com/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) |    |
+| Chapter 5: Preference-Based Alignment     | [pdf](https://docsend.com/view/fi4z8c4jmzncviwa) | | [html](https://www.tamingllms.com/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) |  *Ready for Review*   |
+| Chapter 6: Local LLMs in Practice | [pdf](https://docsend.com/view/ybbh5nifcazw3bdh) | | [html](https://www.tamingllms.com/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) |  *Ready for Review*  |
 | Chapter 7: The Falling Cost Paradox               | | |              |               |        WIP              |
 | Chapter 8: Frontiers                | | |              |               |                 |
 | Appendix A: Tools and Resources           | | |              |               |                      |