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diff --git a/README.md b/README.md
@@ -16,8 +16,8 @@ By understanding these pitfalls upfront, readers will be better equipped to buil
 
 | Chapter                                   | Website      | Notebook      | Status               |
 |-------------------------------------------|--------------|---------------|----------------------|
-| Foreword                   | [html](https://www.souzatharsis.com/tamingLLMs/markdown/preface.html) | N/A           | *Ready for Review*                   |
-| Preface                   | [html](https://www.souzatharsis.com/tamingLLMs/markdown/intro.html) | N/A           | *Ready for Review*                   |
+| Preface                   | [html](https://www.souzatharsis.com/tamingLLMs/markdown/preface.html) | N/A           | *Ready for Review*                   |
+| About the Book                  | [html](https://www.souzatharsis.com/tamingLLMs/markdown/intro.html) | N/A           | *Ready for Review*                   |
 | Chapter 1: Wrestling with Structured Output| [html](https://www.souzatharsis.com/tamingLLMs/notebooks/structured_output.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/structured_output.ipynb) | *Ready for Review*     |
 | Chapter 2: The Input Data Challenge      |              |               |                  |
 | Chapter 3: Output Size Limitations       | [html](https://www.souzatharsis.com/tamingLLMs/notebooks/output_size_limit.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/output_size_limit.ipynb) | *Ready for Review*    |
@@ -26,7 +26,7 @@ By understanding these pitfalls upfront, readers will be better equipped to buil
 | Chapter 6: Preference-Based Alignment     | [html](https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/alignment.ipynb) | *Ready for Review*     |
 | Chapter 7: Breaking Free from Cloud-Based Models |   [html](https://www.souzatharsis.com/tamingLLMs/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) | *Ready for Review*     |
 | Chapter 8: The Cost Factor                |              |               |                 |
-| Chapter 9: Frontiers                |              |               |                 |
+| Chapter 9: Frontiers                |              |               |     WIP            |
 | Appendix A: Tools and Resources           |              |               |                |
 
 

diff --git a/tamingllms/_build/.doctrees/environment.pickle b/tamingllms/_build/.doctrees/environment.pickle
diff --git a/tamingllms/_build/.doctrees/markdown/intro.doctree b/tamingllms/_build/.doctrees/markdown/intro.doctree
diff --git a/tamingllms/_build/.doctrees/markdown/toc.doctree b/tamingllms/_build/.doctrees/markdown/toc.doctree
diff --git a/tamingllms/_build/.doctrees/notebooks/local.doctree b/tamingllms/_build/.doctrees/notebooks/local.doctree
diff --git a/tamingllms/_build/html/_sources/markdown/intro.md b/tamingllms/_build/html/_sources/markdown/intro.md
@@ -10,7 +10,7 @@ kernelspec:
 ---
 
 (intro)=
-# Introduction
+# About the Book
 
 ```{epigraph}
 I am always doing that which I cannot do, in order that I may learn how to do it.

diff --git a/tamingllms/_build/html/_sources/markdown/toc.md b/tamingllms/_build/html/_sources/markdown/toc.md
@@ -16,9 +16,9 @@ Sign-up to receive updates on [new Chapters here](https://tamingllm.substack.com
 
 Abstract: *The current discourse around Large Language Models (LLMs) tends to focus heavily on their capabilities while glossing over fundamental challenges. Conversely, this book takes a critical look at the key limitations and implementation pitfalls that engineers and technical leaders encounter when building LLM-powered applications. Through practical Python examples and proven open source solutions, it provides an introductory yet comprehensive guide for navigating these challenges. The focus is on concrete problems with reproducible code examples and battle-tested open source tools. By understanding these pitfalls upfront, readers will be better equipped to build products that harness the power of LLMs while sidestepping their inherent limitations.*
 
-## [Foreword](https://www.souzatharsis.com/tamingLLMs/markdown/preface.html)
+## [Preface](https://www.souzatharsis.com/tamingLLMs/markdown/preface.html)
 
-## [Preface](https://www.souzatharsis.com/tamingLLMs/markdown/intro.html)
+## [About the Book](https://www.souzatharsis.com/tamingLLMs/markdown/intro.html)
 
 ## [Chapter 1: Wrestling with Structured Output](https://www.souzatharsis.com/tamingLLMs/notebooks/structured_output.html)
 
@@ -32,7 +32,7 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 
 ## [Chapter 6: Preference-based Alignment](https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html)
 
-## [Chapter 7: Breaking Free from Cloud-Based Models](https://www.souzatharsis.com/tamingLLMs/notebooks/local.html)
+## [Chapter 7: Breaking Free from Proprietary Models](https://www.souzatharsis.com/tamingLLMs/notebooks/local.html)
 
 ## Chapter 8: The Cost Factor
 

diff --git a/tamingllms/_build/html/_sources/notebooks/local.ipynb b/tamingllms/_build/html/_sources/notebooks/local.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Breaking Free from Cloud-Based Models\n",
+    "# Breaking Free from Proprietary Models\n",
     "```{epigraph}\n",
     "Freedom is something that dies unless it's used.\n",
     "\n",
@@ -40,7 +40,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Local Models Considerations\n",
+    "## Models Considerations\n",
     "\n",
     "The landscape of open source LLMs is rapidly evolving, with new models emerging by the day. While proprietary LLMs have garnered significant attention, open source LLMs are gaining traction due to their flexibility, customization options, and cost-effectiveness. \n",
     "\n",

diff --git a/tamingllms/_build/html/genindex.html b/tamingllms/_build/html/genindex.html
@@ -138,7 +138,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="markdown/intro.html" class="reference internal ">Introduction</a>
+              <a href="markdown/intro.html" class="reference internal ">About the Book</a>
 
 
 
@@ -192,7 +192,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="notebooks/local.html" class="reference internal ">Breaking Free from Cloud-Based Models</a>
+              <a href="notebooks/local.html" class="reference internal ">Breaking Free from Proprietary Models</a>
 
 
 

diff --git a/tamingllms/_build/html/markdown/intro.html b/tamingllms/_build/html/markdown/intro.html
@@ -4,7 +4,7 @@
     <meta charset="utf-8">
     <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-      <title>2. Introduction</title>
+      <title>2. About the Book</title>
 
           <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
           <link rel="stylesheet" href="../_static/theme.css " type="text/css" />
@@ -132,7 +132,7 @@
 
           <li class="toctree-l1 current">
 
-              <a href="#" class="reference internal current">Introduction</a>
+              <a href="#" class="reference internal current">About the Book</a>
 
 
 
@@ -210,7 +210,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="../notebooks/local.html" class="reference internal ">Breaking Free from Cloud-Based Models</a>
+              <a href="../notebooks/local.html" class="reference internal ">Breaking Free from Proprietary Models</a>
 
 
 
@@ -229,7 +229,7 @@
   <ul class="breadcrumbs">
     <li><a href="toc.html">Docs</a> &raquo;</li>
 
-    <li><span class="section-number">2. </span>Introduction</li>
+    <li><span class="section-number">2. </span>About the Book</li>
   </ul>
 
 
@@ -248,16 +248,16 @@
 <hr>
           <div class="content" role="main" v-pre>
 
-  <section class="tex2jax_ignore mathjax_ignore" id="introduction">
-<span id="intro"></span><h1><a class="toc-backref" href="#id1" role="doc-backlink"><span class="section-number">2. </span>Introduction</a><a class="headerlink" href="#introduction" title="Permalink to this heading">¶</a></h1>
+  <section class="tex2jax_ignore mathjax_ignore" id="about-the-book">
+<span id="intro"></span><h1><a class="toc-backref" href="#id1" role="doc-backlink"><span class="section-number">2. </span>About the Book</a><a class="headerlink" href="#about-the-book" title="Permalink to this heading">¶</a></h1>
 <blockquote class="epigraph">
 <div><p>I am always doing that which I cannot do, in order that I may learn how to do it.</p>
 <p class="attribution">—Pablo Picasso</p>
 </div></blockquote>
 <nav class="contents" id="contents">
 <p class="topic-title">Contents</p>
 <ul class="simple">
-<li><p><a class="reference internal" href="#introduction" id="id1">Introduction</a></p>
+<li><p><a class="reference internal" href="#about-the-book" id="id1">About the Book</a></p>
 <ul>
 <li><p><a class="reference internal" href="#core-challenges-we-ll-address" id="id2">Core Challenges We’ll Address</a></p></li>
 <li><p><a class="reference internal" href="#a-practical-approach" id="id3">A Practical Approach</a></p></li>

diff --git a/tamingllms/_build/html/markdown/preface.html b/tamingllms/_build/html/markdown/preface.html
@@ -37,7 +37,7 @@
 
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
-  <link rel="next" title="2. Introduction" href="intro.html" />
+  <link rel="next" title="2. About the Book" href="intro.html" />
   <link rel="prev" title="Taming LLMs" href="toc.html" /> 
   </head>
 
@@ -138,7 +138,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="intro.html" class="reference internal ">Introduction</a>
+              <a href="intro.html" class="reference internal ">About the Book</a>
 
 
 
@@ -192,7 +192,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="../notebooks/local.html" class="reference internal ">Breaking Free from Cloud-Based Models</a>
+              <a href="../notebooks/local.html" class="reference internal ">Breaking Free from Proprietary Models</a>
 
 
 
@@ -222,7 +222,7 @@
   </li>
   <li class="next">
     <a href="intro.html"
-       title="next chapter"><span class="section-number">2. </span>Introduction →</a>
+       title="next chapter"><span class="section-number">2. </span>About the Book →</a>
   </li>
 </ul>
 
@@ -281,7 +281,7 @@ <h1><span class="section-number">1. </span>Preface<a class="headerlink" href="#p
   </li>
   <li class="next">
     <a href="intro.html"
-       title="next chapter"><span class="section-number">2. </span>Introduction →</a>
+       title="next chapter"><span class="section-number">2. </span>About the Book →</a>
   </li>
 </ul><div class="footer" role="contentinfo">
       &#169; Copyright Tharsis T. P. Souza, 2024.

diff --git a/tamingllms/_build/html/markdown/toc.html b/tamingllms/_build/html/markdown/toc.html
@@ -131,7 +131,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="intro.html" class="reference internal ">Introduction</a>
+              <a href="intro.html" class="reference internal ">About the Book</a>
 
 
 
@@ -185,7 +185,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="../notebooks/local.html" class="reference internal ">Breaking Free from Cloud-Based Models</a>
+              <a href="../notebooks/local.html" class="reference internal ">Breaking Free from Proprietary Models</a>
 
 
 
@@ -230,11 +230,11 @@ <h1><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs"
 <h2><em>A Practical Guide to LLM Pitfalls with Open Source Software</em><a class="headerlink" href="#a-practical-guide-to-llm-pitfalls-with-open-source-software" title="Permalink to this heading">¶</a></h2>
 <p>Abstract: <em>The current discourse around Large Language Models (LLMs) tends to focus heavily on their capabilities while glossing over fundamental challenges. Conversely, this book takes a critical look at the key limitations and implementation pitfalls that engineers and technical leaders encounter when building LLM-powered applications. Through practical Python examples and proven open source solutions, it provides an introductory yet comprehensive guide for navigating these challenges. The focus is on concrete problems with reproducible code examples and battle-tested open source tools. By understanding these pitfalls upfront, readers will be better equipped to build products that harness the power of LLMs while sidestepping their inherent limitations.</em></p>
 </section>
-<section id="foreword">
-<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/markdown/preface.html">Foreword</a><a class="headerlink" href="#foreword" title="Permalink to this heading">¶</a></h2>
-</section>
 <section id="preface">
-<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/markdown/intro.html">Preface</a><a class="headerlink" href="#preface" title="Permalink to this heading">¶</a></h2>
+<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/markdown/preface.html">Preface</a><a class="headerlink" href="#preface" title="Permalink to this heading">¶</a></h2>
+</section>
+<section id="about-the-book">
+<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/markdown/intro.html">About the Book</a><a class="headerlink" href="#about-the-book" title="Permalink to this heading">¶</a></h2>
 </section>
 <section id="chapter-1-wrestling-with-structured-output">
 <h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/structured_output.html">Chapter 1: Wrestling with Structured Output</a><a class="headerlink" href="#chapter-1-wrestling-with-structured-output" title="Permalink to this heading">¶</a></h2>
@@ -254,8 +254,8 @@ <h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/
 <section id="chapter-6-preference-based-alignment">
 <h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html">Chapter 6: Preference-based Alignment</a><a class="headerlink" href="#chapter-6-preference-based-alignment" title="Permalink to this heading">¶</a></h2>
 </section>
-<section id="chapter-7-breaking-free-from-cloud-based-models">
-<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/local.html">Chapter 7: Breaking Free from Cloud-Based Models</a><a class="headerlink" href="#chapter-7-breaking-free-from-cloud-based-models" title="Permalink to this heading">¶</a></h2>
+<section id="chapter-7-breaking-free-from-proprietary-models">
+<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/local.html">Chapter 7: Breaking Free from Proprietary Models</a><a class="headerlink" href="#chapter-7-breaking-free-from-proprietary-models" title="Permalink to this heading">¶</a></h2>
 </section>
 <section id="chapter-8-the-cost-factor">
 <h2>Chapter 8: The Cost Factor<a class="headerlink" href="#chapter-8-the-cost-factor" title="Permalink to this heading">¶</a></h2>

diff --git a/tamingllms/_build/html/notebooks/alignment.html b/tamingllms/_build/html/notebooks/alignment.html
@@ -47,7 +47,7 @@
 
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
-  <link rel="next" title="8. Breaking Free from Cloud-Based Models" href="local.html" />
+  <link rel="next" title="8. Breaking Free from Proprietary Models" href="local.html" />
   <link rel="prev" title="6. Safety" href="safety.html" /> 
   </head>
 
@@ -142,7 +142,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="../markdown/intro.html" class="reference internal ">Introduction</a>
+              <a href="../markdown/intro.html" class="reference internal ">About the Book</a>
 
 
 
@@ -214,7 +214,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="local.html" class="reference internal ">Breaking Free from Cloud-Based Models</a>
+              <a href="local.html" class="reference internal ">Breaking Free from Proprietary Models</a>
 
 
 
@@ -244,7 +244,7 @@
   </li>
   <li class="next">
     <a href="local.html"
-       title="next chapter"><span class="section-number">8. </span>Breaking Free from Cloud-Based Models →</a>
+       title="next chapter"><span class="section-number">8. </span>Breaking Free from Proprietary Models →</a>
   </li>
 </ul>
 
@@ -2632,7 +2632,7 @@ <h2><a class="toc-backref" href="#id253" role="doc-backlink"><span class="sectio
   </li>
   <li class="next">
     <a href="local.html"
-       title="next chapter"><span class="section-number">8. </span>Breaking Free from Cloud-Based Models →</a>
+       title="next chapter"><span class="section-number">8. </span>Breaking Free from Proprietary Models →</a>
   </li>
 </ul><div class="footer" role="contentinfo">
       &#169; Copyright Tharsis T. P. Souza, 2024.

diff --git a/tamingllms/_build/html/notebooks/evals.html b/tamingllms/_build/html/notebooks/evals.html
@@ -132,7 +132,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="../markdown/intro.html" class="reference internal ">Introduction</a>
+              <a href="../markdown/intro.html" class="reference internal ">About the Book</a>
 
 
 
@@ -214,7 +214,7 @@
 
           <li class="toctree-l1 ">
 
-              <a href="local.html" class="reference internal ">Breaking Free from Cloud-Based Models</a>
+              <a href="local.html" class="reference internal ">Breaking Free from Proprietary Models</a>