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diff --git a/.buildinfo b/.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: 4f4df178d2c5892ab6f2b8ba46940544
+config: 01d12a9c24abbcd3a93511d12e7a7aca
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/CompMath.html b/CompMath.html
@@ -65,8 +65,6 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'CompMath';</script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Authors" href="authors.html" />
-    <link rel="prev" title="Chapter 8: A Look Beyond – Evolving World Models" href="chp8-dpo-application.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
   </head>
@@ -129,6 +127,8 @@
 
 
 
+
+
       <div class="bd-sidebar-primary bd-sidebar">
 
 
@@ -173,7 +173,7 @@
                 </a>
             </li>
         </ul>
-        <ul class="current nav bd-sidenav">
+        <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="intro.html">Introduction</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp0.html">Chapter 0: Directed Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp1-directed-graphs.html">Chapter 1: Data</a></li>
@@ -184,7 +184,6 @@
 <li class="toctree-l1"><a class="reference internal" href="chp6-graph-gluing.html">Chapter 6: Combining Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp7-dpo.html">Chapter 7: Evolving Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp8-dpo-application.html">Chapter 8: A Look Beyond – Evolving World Models</a></li>
-<li class="toctree-l1 current active"><a class="current reference internal" href="#">Compassionate Math</a></li>
 <li class="toctree-l1"><a class="reference internal" href="authors.html">Authors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="credits.html">Credits</a></li>
 </ul>
@@ -439,24 +438,6 @@ <h1>Compassionate Math<a class="headerlink" href="#compassionate-math" title="Pe
                 <footer class="prev-next-footer d-print-none">
 
 <div class="prev-next-area">
-    <a class="left-prev"
-       href="chp8-dpo-application.html"
-       title="previous page">
-      <i class="fa-solid fa-angle-left"></i>
-      <div class="prev-next-info">
-        <p class="prev-next-subtitle">previous</p>
-        <p class="prev-next-title">Chapter 8: A Look Beyond – Evolving World Models</p>
-      </div>
-    </a>
-    <a class="right-next"
-       href="authors.html"
-       title="next page">
-      <div class="prev-next-info">
-        <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Authors</p>
-      </div>
-      <i class="fa-solid fa-angle-right"></i>
-    </a>
 </div>
                 </footer>
 

diff --git a/Markdown.html b/Markdown.html
@@ -186,7 +186,6 @@
 <li class="toctree-l1"><a class="reference internal" href="chp6-graph-gluing.html">Chapter 6: Combining Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp7-dpo.html">Chapter 7: Evolving Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp8-dpo-application.html">Chapter 8: A Look Beyond – Evolving World Models</a></li>
-<li class="toctree-l1"><a class="reference internal" href="CompMath.html">Compassionate Math</a></li>
 <li class="toctree-l1"><a class="reference internal" href="authors.html">Authors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="credits.html">Credits</a></li>
 </ul>

diff --git a/README.html b/README.html
@@ -184,7 +184,6 @@
 <li class="toctree-l1"><a class="reference internal" href="chp6-graph-gluing.html">Chapter 6: Combining Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp7-dpo.html">Chapter 7: Evolving Graphs</a></li>
 <li class="toctree-l1"><a class="reference internal" href="chp8-dpo-application.html">Chapter 8: A Look Beyond – Evolving World Models</a></li>
-<li class="toctree-l1"><a class="reference internal" href="CompMath.html">Compassionate Math</a></li>
 <li class="toctree-l1"><a class="reference internal" href="authors.html">Authors</a></li>
 <li class="toctree-l1"><a class="reference internal" href="credits.html">Credits</a></li>
 </ul>

diff --git a/_sources/authors.ipynb b/_sources/authors.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "003db817",
+   "id": "c59a64e3",
    "metadata": {},
    "source": [
     "# Authors\n",

diff --git a/_sources/chp0.ipynb b/_sources/chp0.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "04d9a110",
+   "id": "0df114f3",
    "metadata": {},
    "source": [
     "# Chapter 0: Directed Graphs\n",

diff --git a/_sources/chp1-directed-graphs.ipynb b/_sources/chp1-directed-graphs.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "de546646",
+   "id": "78e9f582",
    "metadata": {},
    "source": [
     "# Chapter 1: Data\n",
@@ -93,7 +93,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "726f2fb0",
+   "id": "3aaafd56",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +108,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "185c9844",
+   "id": "8399a273",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5955f42e",
+   "id": "f9f1a0d4",
    "metadata": {},
    "source": [
     "## 1.3 On the importance of finding the right abstractions \n",

diff --git a/_sources/chp2-dwd.ipynb b/_sources/chp2-dwd.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "05a763eb",
+   "id": "ea937f41",
    "metadata": {},
    "source": [
     "# Chapter 2: Dynamical Systems with Kiki and Bouba\n",
@@ -141,7 +141,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a99539d",
+   "id": "9eeb42bb",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -165,15 +165,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "802c10d6",
+   "id": "2771ee05",
    "metadata": {},
    "source": [
     "To simulate the code, we need to provide an **initial state (starting state)** for the bulb which will then get updated at every time instant as per the above update rule!"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "0d170514",
+   "id": "5e8adcfc",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -185,7 +185,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1f3a6eef",
+   "id": "8337fd9c",
    "metadata": {},
    "source": [
     "The simulation results are exported as an animation showing that our simulation works (using Javis library) as shown below!\n",
@@ -243,7 +243,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7479f413",
+   "id": "c07ce82f",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -267,7 +267,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a8408cbd",
+   "id": "c42bea56",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -282,7 +282,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ca38c34",
+   "id": "744bad43",
    "metadata": {},
    "source": [
     "Animating the simulation results produces a result as below:\n",
@@ -441,7 +441,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfea36bf",
+   "id": "ccc962ff",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -471,15 +471,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8dc6b5c1",
+   "id": "de029602",
    "metadata": {},
    "source": [
     "We need to set the inital states carefully (in a meaningful way)! We set the controller to begin in `ON` for the RED light state and `OFF` for the other two lights (3 states for the controller). For the three light bulbs, we set RED to be `OFF`, GREEN to be `OFF`, and YELLOW to be `ON`. So in the next instant in time, controller will send it current state (RED) to the respective light bulbs and move to the next state of GREEN."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "272cba57",
+   "id": "2bea800d",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -492,7 +492,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "45756838",
+   "id": "61bf4b06",
    "metadata": {},
    "source": [
     "Simulation of the results creates the following animation of traffic light! We got our initial states right!!\n",
@@ -610,7 +610,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4af66ce2",
+   "id": "ccc3533a",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -629,15 +629,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29ac7476",
+   "id": "b380d98f",
    "metadata": {},
    "source": [
     "We set the initial mood of Kiki to 4.5 and Bouba to be -4.5. We set their calmdown rates to be 5% (0.05) for Kiki and 3% (0.03) for Bouba."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "6b1bf1c2",
+   "id": "e5737744",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -650,7 +650,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22588934",
+   "id": "0627b005",
    "metadata": {},
    "source": [
     "Are you ready to visualize their mood change when they are by themselves?\n",
@@ -723,7 +723,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a531bc21",
+   "id": "04987fc0",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -746,15 +746,15 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de0433d4",
+   "id": "9e398cac",
    "metadata": {},
    "source": [
     "It's time for visualization of change in mood! :) Let us set the initial mood of Kiki and Bouba, their susceptability factors, and their tolerance levels."
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "8e507267",
+   "id": "a0bc665d",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -775,7 +775,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ca38a24",
+   "id": "665259c3",
    "metadata": {},
    "source": [
     "Here is the plot showing how Kiki and Bouba's moods oscillate over a 100 minutes conversation! They seem to struggle for the first 30 minutes with Kiki losing her excitement steadily. However, their moods meet somewhere above zero and they happily seem to resonate at their maximum excitement levels from there on!\n",
@@ -860,7 +860,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "58ee8e2c",
+   "id": "a01849ac",
    "metadata": {},
    "source": [
     "```{code}\n",
@@ -879,7 +879,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c872c4ec",
+   "id": "4a62002a",
    "metadata": {},
    "source": [
     "The change in mood level of Kiki, Bouba, and Bouba's crew over 100 minutes!\n",

diff --git a/_sources/chp3-schemas.ipynb b/_sources/chp3-schemas.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e58b8ba1",
+   "id": "bb30a4cd",
    "metadata": {},
    "source": [
     "# Chapter 3: Blueprints - Part I\n",
@@ -128,7 +128,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7e688264",
+   "id": "5587bb03",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -145,7 +145,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c79b355",
+   "id": "a9369000",
    "metadata": {},
    "source": [
     "And that's how AlgebraicJulia sees a directed graph to be! \n",