diff --git a/tamingllms/_build/.doctrees/environment.pickle b/tamingllms/_build/.doctrees/environment.pickle
index d847dc8..a57caa7 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 82f6b48..69da8fb 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 c4dbdb5..e4f7f5c 100644
--- a/tamingllms/_build/html/_sources/markdown/toc.md
+++ b/tamingllms/_build/html/_sources/markdown/toc.md
@@ -105,7 +105,7 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
   - 6.5.1 Building a RAG Pipeline
   - 6.5.2 Testing and Validation
 
-## Chapter 7: [Preference-based Alignment](https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html)
+## [Chapter 7: Preference-based Alignment](https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html)
 - 7.1 Introduction
 - 7.2 From Raw Capabilities to Preference Alignment
 - 7.3 On the Misalignment of Language Models
diff --git a/tamingllms/_build/html/markdown/toc.html b/tamingllms/_build/html/markdown/toc.html
index 18fad53..bcf3e37 100644
--- a/tamingllms/_build/html/markdown/toc.html
+++ b/tamingllms/_build/html/markdown/toc.html
@@ -337,7 +337,7 @@ <h2>Chapter 6: Hallucination: The Reality Gap<a class="headerlink" href="#chapte
 </ul>
 </section>
 <section id="chapter-7-preference-based-alignment">
-<h2>Chapter 7: <a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html">Preference-based Alignment</a><a class="headerlink" href="#chapter-7-preference-based-alignment" title="Permalink to this heading">¶</a></h2>
+<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html">Chapter 7: Preference-based Alignment</a><a class="headerlink" href="#chapter-7-preference-based-alignment" title="Permalink to this heading">¶</a></h2>
 <ul class="simple">
 <li><p>7.1 Introduction</p></li>
 <li><p>7.2 From Raw Capabilities to Preference Alignment</p></li>
diff --git a/tamingllms/_build/jupyter_execute/markdown/intro.ipynb b/tamingllms/_build/jupyter_execute/markdown/intro.ipynb
index 01381a5..2781c70 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": "581c83d1",
+   "id": "0545ab3d",
    "metadata": {},
    "source": [
     "(intro)=\n",