add correction to safety chapter

tamingllms/_build/html/.buildinfo

@@ -1,4 +1,4 @@
 # 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: b72ab834db8f31605e361f26c8f2a57b
+config: fa8d6b99199a6b892b703f4c8078973c
 tags: 645f666f9bcd5a90fca523b33c5a78b7

tamingllms/_build/html/_sources/markdown/toc.md

@@ -14,6 +14,8 @@ date: "2024-12-16"
 
 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.*
 
+---
+
 (*) *The pdf version is preferred as it contains corrections and side notes.*
 
 | Chapter (*)                                   | PDF          | Podcast      | Website      | Notebook      | Status               |

tamingllms/_build/html/_sources/notebooks/safety.ipynb

@@ -424,7 +424,7 @@
     "\n",
     "Building safe and reliable AI systems requires a comprehensive safety plan that addresses potential risks and establishes clear guidelines for development and deployment. This section outlines a structured approach to designing such a plan, breaking down the process into key phases from initial policy definition through implementation and monitoring as depicted in {numref}`safety-plan`.\n",
     "\n",
-    "```{figure} ../_static/safety/design.svg\n",
+    "```{figure} ../_static/safety/design.png\n",
     "---\n",
     "name: safety-plan\n",
     "alt: Safety Plan Design Phases\n",

tamingllms/_build/html/genindex.html

@@ -43,6 +43,7 @@
       <!-- <script src="_static/theme-vendors.js"></script> -->
       <script src="_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="_static/taming.ico"/>
   <link rel="index" title="Index" href="#" />
   <link rel="search" title="Search" href="search.html" /> 
   </head>

tamingllms/_build/html/markdown/intro.html

@@ -35,6 +35,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="3. The Evals Gap" href="../notebooks/evals.html" />

tamingllms/_build/html/markdown/preface.html

@@ -35,6 +35,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="2. About the Book" href="intro.html" />

tamingllms/_build/html/markdown/toc.html

@@ -35,6 +35,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="1. Preface" href="preface.html" /> 
@@ -237,6 +238,7 @@ <h1><a class="reference external" href="https://www.tamingllms.com">Taming LLMs<
 <section id="a-practical-guide-to-llm-pitfalls-with-open-source-software">
 <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>
+<hr class="docutils" />
 <p>(*) <em>The pdf version is preferred as it contains corrections and side notes.</em></p>
 <table class="docutils align-default">
 <thead>

tamingllms/_build/html/notebooks/alignment.html

@@ -45,6 +45,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="8. Local LLMs in Practice" href="local.html" />

tamingllms/_build/html/notebooks/cost.html

@@ -37,6 +37,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="prev" title="8. Local LLMs in Practice" href="local.html" /> 

tamingllms/_build/html/notebooks/evals.html

@@ -35,6 +35,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="4. Structured Output" href="structured_output.html" />

tamingllms/_build/html/notebooks/input.html

@@ -35,6 +35,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="6. Safety" href="safety.html" />

tamingllms/_build/html/notebooks/local.html

@@ -37,6 +37,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="9. The Falling Cost Paradox" href="cost.html" />

tamingllms/_build/html/notebooks/safety.html

@@ -35,6 +35,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="7. Preference-Based Alignment" href="alignment.html" />
@@ -707,7 +708,7 @@ <h3><a class="toc-backref" href="#id370" role="doc-backlink"><span class="sectio
 <h2><a class="toc-backref" href="#id371" role="doc-backlink"><span class="section-number">6.5. </span>Designing a Safety Plan</a><a class="headerlink" href="#designing-a-safety-plan" title="Permalink to this heading">¶</a></h2>
 <p>Building safe and reliable AI systems requires a comprehensive safety plan that addresses potential risks and establishes clear guidelines for development and deployment. This section outlines a structured approach to designing such a plan, breaking down the process into key phases from initial policy definition through implementation and monitoring as depicted in <a class="reference internal" href="#safety-plan"><span class="std std-numref">Fig. 6.9</span></a>.</p>
 <figure class="align-center" id="safety-plan">
-<a class="reference internal image-reference" href="_static/safety/design.svg"><img alt="Safety Plan Design Phases" src="_static/safety/design.svg" width="80%" /></a>
+<a class="reference internal image-reference" href="../_images/design.png"><img alt="Safety Plan Design Phases" src="../_images/design.png" style="width: 80%;" /></a>
 <figcaption>
 <p><span class="caption-number">Fig. 6.9 </span><span class="caption-text">Safety Plan Design Phases.</span><a class="headerlink" href="#safety-plan" title="Permalink to this image">¶</a></p>
 </figcaption>

tamingllms/_build/html/notebooks/structured_output.html

@@ -37,6 +37,7 @@
       <!-- <script src="../_static/theme-vendors.js"></script> -->
       <script src="../_static/theme.js" defer></script>
 
+      <link rel="shortcut icon" href="../../_static/taming.ico"/>
   <link rel="index" title="Index" href="../genindex.html" />
   <link rel="search" title="Search" href="../search.html" />
   <link rel="next" title="5. Managing Input Data" href="input.html" />

tamingllms/_build/html/search.html

@@ -45,6 +45,7 @@
   <script type="text/javascript" src="_static/searchtools.js"></script>
   <script src="_static/language_data.js"></script>
 
+      <link rel="shortcut icon" href="_static/taming.ico"/>
   <link rel="index" title="Index" href="genindex.html" />
   <link rel="search" title="Search" href="#" />
   <script type="text/javascript" src="searchindex.js" defer></script>

tamingllms/_build/jupyter_execute/markdown/intro.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "0907576d",
+   "id": "b8ca7a3c",
    "metadata": {},
    "source": [
     "(intro)=\n",

tamingllms/_build/jupyter_execute/notebooks/safety.ipynb

@@ -424,7 +424,7 @@
     "\n",
     "Building safe and reliable AI systems requires a comprehensive safety plan that addresses potential risks and establishes clear guidelines for development and deployment. This section outlines a structured approach to designing such a plan, breaking down the process into key phases from initial policy definition through implementation and monitoring as depicted in {numref}`safety-plan`.\n",
     "\n",
-    "```{figure} ../_static/safety/design.svg\n",
+    "```{figure} ../_static/safety/design.png\n",
     "---\n",
     "name: safety-plan\n",
     "alt: Safety Plan Design Phases\n",

tamingllms/_config.yml

@@ -21,6 +21,13 @@ bibtex_bibfiles:
   - references.bib
 
 
+repository:
+  url: https://github.com/souzatharsis/tamingllms
+
+html:
+  use_repository_button: true
+  favicon: "_static/taming.ico"
+
 only_build_toc_files: true
 
 

tamingllms/latex/local.tex

@@ -251,16 +251,20 @@ \subsection{Licensing}
 \centering
 \caption{Open Source LLMs.}
 \label{tab:open_source_llms}
-\begin{tabular}{lll}
+\begin{tabular}{p{2cm}p{2cm}p{8cm}}
 \hline
 Creator & LLM & License \\
 \hline
-Meta AI & LLaMA 3 & Custom - Free if under 700M users, cannot use outputs to train other non-LLaMA LLMs \\
+Meta AI & LLaMA 3 & Custom - Free if under 700M users,\\
+& & cannot use outputs to train other non-LLaMA LLMs \\
 Microsoft & Phi-3 & MIT \\
 Mistral AI & Mistral & Apache 2.0 \\
-Alibaba & Qwen2.5 & Custom - Free if under 100M users, cannot use outputs to train other non-Qwen LLMs \\
-Google & Gemma & Custom - Free with usage restrictions, models trained on outputs become Gemma derivatives \\
-DeepSeek & DeepSeek-V2 & Custom - Free with usage restrictions, models trained on outputs become DeepSeek derivatives \\
+Alibaba & Qwen2.5 & Custom - Free if under 100M users,\\
+& & cannot use outputs to train other non-Qwen LLMs \\
+Google & Gemma & Custom - Free with usage restrictions,\\
+& & models trained on outputs become Gemma derivatives \\
+DeepSeek & DeepSeek-V2 & Custom - Free with usage restrictions,\\
+& & models trained on outputs become DeepSeek derivatives \\
 \hline
 \end{tabular}
 \end{table}

tamingllms/markdown/toc.md

@@ -14,6 +14,8 @@ date: "2024-12-16"
 
 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.*
 
+---
+
 (*) *The pdf version is preferred as it contains corrections and side notes.*
 
 | Chapter (*)                                   | PDF          | Podcast      | Website      | Notebook      | Status               |

tamingllms/notebooks/safety.ipynb

@@ -424,7 +424,7 @@
     "\n",
     "Building safe and reliable AI systems requires a comprehensive safety plan that addresses potential risks and establishes clear guidelines for development and deployment. This section outlines a structured approach to designing such a plan, breaking down the process into key phases from initial policy definition through implementation and monitoring as depicted in {numref}`safety-plan`.\n",
     "\n",
-    "```{figure} ../_static/safety/design.svg\n",
+    "```{figure} ../_static/safety/design.png\n",
     "---\n",
     "name: safety-plan\n",
     "alt: Safety Plan Design Phases\n",