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diff --git a/README.md b/README.md
@@ -1,9 +1,10 @@
-Sign-up to receive updates on [new Chapters here](https://tamingllm.substack.com/).
+Receive updates on [new Chapters here](https://tamingllm.substack.com/).
 
  <a href="https://www.souzatharsis.com/tamingLLMs" target="_blank">
   <img src="tamingllms/_static/tamingcoverv1.jpg" style="background-color:white; width:50%;" alt="Taming LLMs Cover" />
  </a>
 
+Please [open an issue](https://github.com/souzatharsis/tamingLLMs/issues) with your feedback or suggestions!
 
 # [Taming LLMs](https://www.souzatharsis.com/tamingLLMs)
 *Publication Date: February 2, 2025*
@@ -20,8 +21,8 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 | Chapter 4: 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*    |
 | Chapter 5: The Evals Gap                 | [html](https://www.souzatharsis.com/tamingLLMs/notebooks/evals.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/evals.ipynb) | *Ready for Review*     |
 | Chapter 6: Safety Concerns               | [html](https://www.souzatharsis.com/tamingLLMs/notebooks/safety.html)  |  [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/safety.ipynb) | *Ready for Review*     |
-| Chapter 7: 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 8: Breaking Free from Cloud Providers |              |               |       WIP           |
+| Chapter 7: 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 8: Breaking Free from Cloud Providers |   [html](https://www.souzatharsis.com/tamingLLMs/notebooks/local.html) | [ipynb](https://github.com/souzatharsis/tamingLLMs/blob/master/tamingllms/notebooks/local.ipynb) | WIP     |
 | Chapter 9: The Cost Factor                |              |               |                 |
 | Chapter 10: Frontiers                |              |               |                 |
 | 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/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/toc.md b/tamingllms/_build/html/_sources/markdown/toc.md
@@ -32,7 +32,7 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 
 ## [Chapter 7: Preference-based Alignment](https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html)
 
-## Chapter 8: Breaking Free from Cloud Providers
+## [Chapter 8: Breaking Free from Cloud Providers](https://www.souzatharsis.com/tamingLLMs/notebooks/local.html)
 
 ## Chapter 9: The Cost Factor
 

diff --git a/tamingllms/_build/html/_sources/notebooks/local.ipynb b/tamingllms/_build/html/_sources/notebooks/local.ipynb
@@ -882,7 +882,7 @@
     "\n",
     "### Results\n",
     "\n",
-    "The KL divergence and perplexity results in {numref}`ppl1, ppl2` provide insights into model quality across different quantization levels. Q6 maintains near-perfect correlation (99.90%) with the base model and minimal KL divergence (0.004), indicating very close distribution matching. Q2's higher KL divergence (0.112) and lower correlation (98.31%) quantify its increased deviation from the base model's behavior.\n",
+    "The KL divergence and perplexity results in {numref}`ppl1` and {numref}`ppl2` provide insights into model quality across different quantization levels. Q6 maintains near-perfect correlation (99.90%) with the base model and minimal KL divergence (0.004), indicating very close distribution matching. Q2's higher KL divergence (0.112) and lower correlation (98.31%) quantify its increased deviation from the base model's behavior.\n",
     " \n",
     "\n",
     "```{figure} ../_static/local/ppl2.png\n",

diff --git a/tamingllms/_build/html/markdown/toc.html b/tamingllms/_build/html/markdown/toc.html
@@ -242,7 +242,7 @@ <h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/
 <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>
 </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>
+<h2><a class="reference external" href="https://www.souzatharsis.com/tamingLLMs/notebooks/local.html">Chapter 8: Breaking Free from Cloud Providers</a><a class="headerlink" href="#chapter-8-breaking-free-from-cloud-providers" title="Permalink to this heading">¶</a></h2>
 </section>
 <section id="chapter-9-the-cost-factor">
 <h2>Chapter 9: The Cost Factor<a class="headerlink" href="#chapter-9-the-cost-factor" title="Permalink to this heading">¶</a></h2>

diff --git a/tamingllms/_build/html/notebooks/local.html b/tamingllms/_build/html/notebooks/local.html
@@ -1050,7 +1050,7 @@ <h3><a class="toc-backref" href="#id188" role="doc-backlink"><span class="sectio
 </section>
 <section id="results">
 <h3><a class="toc-backref" href="#id189" role="doc-backlink"><span class="section-number">8.4.4. </span>Results</a><a class="headerlink" href="#results" title="Permalink to this heading">¶</a></h3>
-<p>The KL divergence and perplexity results in <code class="xref std std-numref docutils literal notranslate"><span class="pre">ppl1,</span> <span class="pre">ppl2</span></code> provide insights into model quality across different quantization levels. Q6 maintains near-perfect correlation (99.90%) with the base model and minimal KL divergence (0.004), indicating very close distribution matching. Q2’s higher KL divergence (0.112) and lower correlation (98.31%) quantify its increased deviation from the base model’s behavior.</p>
+<p>The KL divergence and perplexity results in <a class="reference internal" href="#ppl1"><span class="std std-numref">Fig. 8.7</span></a> and <a class="reference internal" href="#ppl2"><span class="std std-numref">Fig. 8.6</span></a> provide insights into model quality across different quantization levels. Q6 maintains near-perfect correlation (99.90%) with the base model and minimal KL divergence (0.004), indicating very close distribution matching. Q2’s higher KL divergence (0.112) and lower correlation (98.31%) quantify its increased deviation from the base model’s behavior.</p>
 <figure class="align-center" id="ppl2">
 <a class="reference internal image-reference" href="../_images/ppl2.png"><img alt="Perplexity" src="../_images/ppl2.png" style="width: 897.5px; height: 474.5px;" /></a>
 <figcaption>

diff --git a/tamingllms/_build/html/searchindex.js b/tamingllms/_build/html/searchindex.js
diff --git 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": "f4d2cd18",
+   "id": "299e545f",
    "metadata": {},
    "source": [
     "(intro)=\n",

diff --git a/tamingllms/_build/jupyter_execute/notebooks/local.ipynb b/tamingllms/_build/jupyter_execute/notebooks/local.ipynb
@@ -882,7 +882,7 @@
     "\n",
     "### Results\n",
     "\n",
-    "The KL divergence and perplexity results in {numref}`ppl1, ppl2` provide insights into model quality across different quantization levels. Q6 maintains near-perfect correlation (99.90%) with the base model and minimal KL divergence (0.004), indicating very close distribution matching. Q2's higher KL divergence (0.112) and lower correlation (98.31%) quantify its increased deviation from the base model's behavior.\n",
+    "The KL divergence and perplexity results in {numref}`ppl1` and {numref}`ppl2` provide insights into model quality across different quantization levels. Q6 maintains near-perfect correlation (99.90%) with the base model and minimal KL divergence (0.004), indicating very close distribution matching. Q2's higher KL divergence (0.112) and lower correlation (98.31%) quantify its increased deviation from the base model's behavior.\n",
     " \n",
     "\n",
     "```{figure} ../_static/local/ppl2.png\n",

diff --git a/tamingllms/markdown/toc.md b/tamingllms/markdown/toc.md
@@ -32,7 +32,7 @@ Abstract: *The current discourse around Large Language Models (LLMs) tends to fo
 
 ## [Chapter 7: Preference-based Alignment](https://www.souzatharsis.com/tamingLLMs/notebooks/alignment.html)
 
-## Chapter 8: Breaking Free from Cloud Providers
+## [Chapter 8: Breaking Free from Cloud Providers](https://www.souzatharsis.com/tamingLLMs/notebooks/local.html)
 
 ## Chapter 9: The Cost Factor