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diff --git a/README.md b/README.md
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+![Taming Language Models Logo](tamingllms/_static/logo.png)
+
+
+https://www.souzatharsis.com/tamingLLMs
+
 # Taming Language Models: A Practical Guide to LLM Pitfalls with Python Examples
 
 In recent years, Large Language Models (LLMs) have emerged as a transformative force in technology, promising to revolutionize how we build products and interact with computers. From ChatGPT to GitHub Copilot and Claude Artifacts, these systems have captured the public imagination and sparked a gold rush of AI-powered applications. However, beneath the surface of this technological revolution lies a complex landscape of challenges that practitioners must navigate. 

diff --git a/tamingllms/_build/.doctrees/environment.pickle b/tamingllms/_build/.doctrees/environment.pickle
diff --git a/tamingllms/_build/.doctrees/markdown/toc.doctree b/tamingllms/_build/.doctrees/markdown/toc.doctree
diff --git a/tamingllms/_build/html/.buildinfo b/tamingllms/_build/html/.buildinfo
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 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: faaddf3eabdcec962a96065322b5161f
+config: fb7008fb19a6763c1f393b638a839515
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/tamingllms/_build/html/_sources/markdown/toc.md b/tamingllms/_build/html/_sources/markdown/toc.md
@@ -1,5 +1,3 @@
-# Taming Language Models: A Practical Guide to LLM Pitfalls
-
 ## Chapter 1: Introduction
 - The Hidden Challenges of LLMs
 - Why This Book Matters

diff --git a/tamingllms/_build/html/_static/logo.png b/tamingllms/_build/html/_static/logo.png
diff --git a/tamingllms/_build/html/markdown/intro.html b/tamingllms/_build/html/markdown/intro.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="Non-determinism" href="../notebooks/nondeterminism.html" />
-    <link rel="prev" title="Taming Language Models: A Practical Guide to LLM Pitfalls" href="toc.html" />
+    <link rel="prev" title="Chapter 1: Introduction" href="toc.html" />
     <meta name="mobile-web-app-capable" content="yes">
     <meta name="apple-mobile-web-app-capable" content="yes">
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@@ -101,7 +101,7 @@
       </div>
     </header>
     <nav>
-      <a href="toc.html" class="nav-icon previous" title="previous:&#13;Taming Language Models: A Practical Guide to LLM Pitfalls" aria-label="Previous topic" accesskey="P" tabindex="-1">
+      <a href="toc.html" class="nav-icon previous" title="previous:&#13;Chapter 1: Introduction" aria-label="Previous topic" accesskey="P" tabindex="-1">
         <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 256 512"><!-- Font Awesome Free 5.15.4 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) --><path d="M31.7 239l136-136c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9L127.9 256l96.4 96.4c9.4 9.4 9.4 24.6 0 33.9L201.7 409c-9.4 9.4-24.6 9.4-33.9 0l-136-136c-9.5-9.4-9.5-24.6-.1-34z"/></svg>
       </a>
       <a href="../notebooks/nondeterminism.html" class="nav-icon next" title="next:&#13;Non-determinism" aria-label="Next topic" accesskey="N" tabindex="-1">
@@ -117,7 +117,7 @@
         <div class="title">
           <span class="text">
             <span class="direction">previous</span>
-            Taming Language Models: A Practical Guide to LLM Pitfalls
+            Chapter 1: Introduction
           </span>
         </div>
       </a>
@@ -306,7 +306,7 @@ <h3><a href="toc.html">Table of Contents</a></h3>
         <div class="title">
           <span class="text">
             <span class="direction">previous</span>
-            Taming Language Models: A Practical Guide to LLM Pitfalls
+            Chapter 1: Introduction
           </span>
         </div>
       </a>

diff --git a/tamingllms/_build/html/markdown/toc.html b/tamingllms/_build/html/markdown/toc.html
@@ -6,7 +6,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.19: https://docutils.sourceforge.io/" />
 
-    <title>Taming Language Models: A Practical Guide to LLM Pitfalls &#8212; Taming Language Models: A Practical Guide to LLM Pitfalls with Python Examples</title>
+    <title>Chapter 1: Introduction &#8212; Taming Language Models: A Practical Guide to LLM Pitfalls with Python Examples</title>
     <link rel="stylesheet" href="../_static/basic.css" type="text/css" />
     <link rel="stylesheet" type="text/css" href="../_static/pygments.css" />
     <link rel="stylesheet" type="text/css" href="../_static/insipid.css" />
@@ -78,7 +78,7 @@
           </div>
           <div class="title">
             <span class="parent">Taming Language Models: A Practical Guide to LLM Pitfalls with Python Examples</span>
-            <a class="top" href="#">Taming Language Models: A Practical Guide to LLM Pitfalls</a>
+            <a class="top" href="#">Chapter 1: Introduction</a>
           </div>
           <div class="buttons">
             <button id="fullscreen-button" type="button" aria-hidden="true">
@@ -124,18 +124,16 @@
         <div class="bodywrapper">
           <div class="body" role="main">
 
-<section class="tex2jax_ignore mathjax_ignore" id="taming-language-models-a-practical-guide-to-llm-pitfalls">
-<h1>Taming Language Models: A Practical Guide to LLM Pitfalls<a class="headerlink" href="#taming-language-models-a-practical-guide-to-llm-pitfalls" title="Permalink to this heading">¶</a></h1>
 <section id="chapter-1-introduction">
-<h2>Chapter 1: Introduction<a class="headerlink" href="#chapter-1-introduction" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 1: Introduction<a class="headerlink" href="#chapter-1-introduction" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>The Hidden Challenges of LLMs</p></li>
 <li><p>Why This Book Matters</p></li>
 <li><p>Overview of Key Problems</p></li>
 </ul>
 </section>
 <section id="chapter-2-non-determinism-evals">
-<h2>Chapter 2: Non-determinism &amp; Evals<a class="headerlink" href="#chapter-2-non-determinism-evals" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 2: Non-determinism &amp; Evals<a class="headerlink" href="#chapter-2-non-determinism-evals" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Understanding Non-deterministic Behavior in LLMs</p></li>
 <li><p>Temperature and Randomness Effects</p></li>
@@ -161,7 +159,7 @@ <h2>Chapter 2: Non-determinism &amp; Evals<a class="headerlink" href="#chapter-2
 </ul>
 </section>
 <section id="chapter-3-wrestling-with-structured-output">
-<h2>Chapter 3: Wrestling with Structured Output<a class="headerlink" href="#chapter-3-wrestling-with-structured-output" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 3: Wrestling with Structured Output<a class="headerlink" href="#chapter-3-wrestling-with-structured-output" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>The Structured Output Challenge</p></li>
 <li><p>Common Failure Modes</p></li>
@@ -178,7 +176,7 @@ <h2>Chapter 3: Wrestling with Structured Output<a class="headerlink" href="#chap
 </ul>
 </section>
 <section id="chapter-4-hallucination-the-reality-gap">
-<h2>Chapter 4: Hallucination: The Reality Gap<a class="headerlink" href="#chapter-4-hallucination-the-reality-gap" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 4: Hallucination: The Reality Gap<a class="headerlink" href="#chapter-4-hallucination-the-reality-gap" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Understanding Hallucination Types</p></li>
 <li><p>Detection Strategies</p></li>
@@ -200,7 +198,7 @@ <h2>Chapter 4: Hallucination: The Reality Gap<a class="headerlink" href="#chapte
 </ul>
 </section>
 <section id="chapter-5-the-cost-factor">
-<h2>Chapter 5: The Cost Factor<a class="headerlink" href="#chapter-5-the-cost-factor" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 5: The Cost Factor<a class="headerlink" href="#chapter-5-the-cost-factor" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Understanding LLM Costs</p></li>
 <li><p>Token Optimization</p></li>
@@ -216,7 +214,7 @@ <h2>Chapter 5: The Cost Factor<a class="headerlink" href="#chapter-5-the-cost-fa
 </ul>
 </section>
 <section id="chapter-6-safety-concerns">
-<h2>Chapter 6: Safety Concerns<a class="headerlink" href="#chapter-6-safety-concerns" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 6: Safety Concerns<a class="headerlink" href="#chapter-6-safety-concerns" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Common Safety Issues</p></li>
 <li><p>Implementation of Safety Guards</p></li>
@@ -228,7 +226,7 @@ <h2>Chapter 6: Safety Concerns<a class="headerlink" href="#chapter-6-safety-conc
 </ul>
 </section>
 <section id="chapter-7-size-and-length-limitations">
-<h2>Chapter 7: Size and Length Limitations<a class="headerlink" href="#chapter-7-size-and-length-limitations" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 7: Size and Length Limitations<a class="headerlink" href="#chapter-7-size-and-length-limitations" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Context Window Constraints</p></li>
 <li><p>Handling Long Inputs</p></li>
@@ -239,7 +237,7 @@ <h2>Chapter 7: Size and Length Limitations<a class="headerlink" href="#chapter-7
 </ul>
 </section>
 <section id="chapter-8-breaking-free-from-cloud-providers">
-<h2>Chapter 8: Breaking Free from Cloud Providers<a class="headerlink" href="#chapter-8-breaking-free-from-cloud-providers" title="Permalink to this heading">¶</a></h2>
+<h1>Chapter 8: Breaking Free from Cloud Providers<a class="headerlink" href="#chapter-8-breaking-free-from-cloud-providers" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>The Vendor Lock-in Problem</p></li>
 <li><p>Self-hosting Solutions</p>
@@ -255,7 +253,7 @@ <h2>Chapter 8: Breaking Free from Cloud Providers<a class="headerlink" href="#ch
 </ul>
 </section>
 <section id="appendix-a-code-examples">
-<h2>Appendix A: Code Examples<a class="headerlink" href="#appendix-a-code-examples" title="Permalink to this heading">¶</a></h2>
+<h1>Appendix A: Code Examples<a class="headerlink" href="#appendix-a-code-examples" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Complete Implementation Examples</p></li>
 <li><p>Testing Scripts</p></li>
@@ -264,14 +262,13 @@ <h2>Appendix A: Code Examples<a class="headerlink" href="#appendix-a-code-exampl
 </ul>
 </section>
 <section id="appendix-b-tools-and-resources">
-<h2>Appendix B: Tools and Resources<a class="headerlink" href="#appendix-b-tools-and-resources" title="Permalink to this heading">¶</a></h2>
+<h1>Appendix B: Tools and Resources<a class="headerlink" href="#appendix-b-tools-and-resources" title="Permalink to this heading">¶</a></h1>
 <ul class="simple">
 <li><p>Recommended Libraries</p></li>
 <li><p>Testing Tools</p></li>
 <li><p>Monitoring Solutions</p></li>
 <li><p>Community Resources</p></li>
 </ul>
-</section>
 <div class="toctree-wrapper compound">
 </div>
 </section>

diff --git a/tamingllms/_build/html/objects.inv b/tamingllms/_build/html/objects.inv
diff --git a/tamingllms/_build/html/searchindex.js b/tamingllms/_build/html/searchindex.js
diff --git a/tamingllms/_config.yml b/tamingllms/_config.yml
@@ -1,10 +1,10 @@
 # Book settings
 # Learn more at https://jupyterbook.org/customize/config.html
 
-title: "Taming Language Models: A Practical Guide to LLM Pitfalls with Python Examples"
+title: "Taming Large Language Models: A Practical Guide to LLM Pitfalls with Python Examples"
 author: Tharsis T. P. Souza
 copyright: "2024"  # Copyright year to be placed in the footer
-logo: images/logo.png
+logo: _static/logo.png
 
 
 # Force re-execution of notebooks on each build.

diff --git a/tamingllms/_static/logo.png b/tamingllms/_static/logo.png
diff --git a/tamingllms/markdown/toc.md b/tamingllms/markdown/toc.md
@@ -1,5 +1,3 @@
-# Taming Language Models: A Practical Guide to LLM Pitfalls
-
 ## Chapter 1: Introduction
 - The Hidden Challenges of LLMs
 - Why This Book Matters