diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index 80970e09..4027d032 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -153,7 +153,6 @@ theme:
     # - navigation.expand
     - navigation.top
     - navigation.footer
-    - navigation.path
     - announce.dismiss
   font:
     text: "Fira Sans"      # Clean and readable text
diff --git a/docs/overrides/main.html b/docs/overrides/main.html
index 33c30d42..c2828415 100644
--- a/docs/overrides/main.html
+++ b/docs/overrides/main.html
@@ -8,41 +8,6 @@
   </div>
 {% endblock %}
 
-{% block content %}
-  {{ super() }}
-  <!-- Enhanced Page Navigation -->
-  <div class="md-content__navigation">
-    <div class="md-content__inner md-grid">
-      {% if page.previous_page or page.next_page %}
-        <nav class="md-nav md-nav--secondary" aria-label="Page navigation">
-          <div class="md-nav__title">
-            <span class="md-nav__icon">📖</span>
-            Continue Reading
-          </div>
-          <div class="md-nav__list">
-            {% if page.previous_page %}
-              <a href="{{ page.previous_page.url | url }}" class="md-nav__item md-nav__item--previous">
-                <div class="md-nav__link-wrapper">
-                  <span class="md-nav__direction">← Previous</span>
-                  <span class="md-nav__title">{{ page.previous_page.title }}</span>
-                </div>
-              </a>
-            {% endif %}
-            {% if page.next_page %}
-              <a href="{{ page.next_page.url | url }}" class="md-nav__item md-nav__item--next">
-                <div class="md-nav__link-wrapper">
-                  <span class="md-nav__direction">Next →</span>
-                  <span class="md-nav__title">{{ page.next_page.title }}</span>
-                </div>
-              </a>
-            {% endif %}
-          </div>
-        </nav>
-      {% endif %}
-    </div>
-  </div>
-{% endblock %}
-
 {% block footer %}
   <footer class="md-footer">
     <!-- Custom Footer Links Section -->
@@ -92,252 +57,6 @@
 {% block styles %}
   {{ super() }}
   <style>
-    /* Enhanced Navigation Styling */
-    .md-footer__link {
-      padding: 1rem 1.5rem;
-      border-radius: 0.5rem;
-      transition: all 0.3s ease;
-      border: 1px solid transparent;
-      display: flex;
-      align-items: center;
-      gap: 0.5rem;
-      min-height: 3rem;
-    }
-    
-    .md-footer__link:hover {
-      transform: translateY(-2px);
-      box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15);
-    }
-    
-    .md-footer__title {
-      font-weight: 600;
-      font-size: 0.9rem;
-    }
-    
-    .md-footer__direction {
-      font-size: 0.75rem;
-      text-transform: uppercase;
-      letter-spacing: 0.05em;
-      opacity: 0.8;
-    }
-    
-    /* Light Mode Navigation */
-    [data-md-color-scheme="default"] .md-footer__link {
-      background: #f8f9fa;
-      border-color: #e9ecef;
-    }
-    
-    [data-md-color-scheme="default"] .md-footer__link:hover {
-      background: #e9ecef;
-      border-color: #DC143C;
-    }
-    
-    [data-md-color-scheme="default"] .md-footer__direction {
-      color: #DC143C;
-    }
-    
-    /* Dark Mode Navigation */
-    [data-md-color-scheme="slate"] .md-footer__link {
-      background: #1F2129;
-      border-color: #404040;
-    }
-    
-    [data-md-color-scheme="slate"] .md-footer__link:hover {
-      background: #2a2d35;
-      border-color: #DC143C;
-    }
-    
-    [data-md-color-scheme="slate"] .md-footer__direction {
-      color: #DC143C;
-    }
-    
-    /* Navigation Icons */
-    .md-footer__link .md-icon {
-      font-size: 1.2rem;
-    }
-    
-    /* Path Navigation (Breadcrumbs) Enhancement */
-    .md-path {
-      margin-bottom: 1rem;
-      padding: 0.75rem 1rem;
-      border-radius: 0.5rem;
-      font-size: 0.8rem;
-    }
-    
-    [data-md-color-scheme="default"] .md-path {
-      background: #f8f9fa;
-      border: 1px solid #e9ecef;
-    }
-    
-    [data-md-color-scheme="slate"] .md-path {
-      background: #1F2129;
-      border: 1px solid #404040;
-    }
-    
-    .md-path__list {
-      display: flex;
-      align-items: center;
-      gap: 0.5rem;
-      margin: 0;
-      padding: 0;
-      list-style: none;
-    }
-    
-    .md-path__item {
-      display: flex;
-      align-items: center;
-    }
-    
-    .md-path__item:not(:last-child)::after {
-      content: "→";
-      margin-left: 0.5rem;
-      opacity: 0.6;
-    }
-    
-    .md-path__link {
-      color: #DC143C;
-      text-decoration: none;
-      font-weight: 500;
-    }
-    
-    .md-path__link:hover {
-      text-decoration: underline;
-    }
-    
-    /* Enhanced Page Navigation Section */
-    .md-content__navigation {
-      margin: 3rem 0 2rem;
-      padding: 2rem 0;
-      border-top: 1px solid var(--md-default-fg-color--lightest);
-    }
-    
-    .md-content__navigation .md-nav__title {
-      display: flex;
-      align-items: center;
-      gap: 0.5rem;
-      font-size: 1.1rem;
-      font-weight: 600;
-      margin-bottom: 1.5rem;
-      color: #DC143C;
-      border-bottom: 2px solid #DC143C;
-      padding-bottom: 0.5rem;
-    }
-    
-    .md-content__navigation .md-nav__icon {
-      font-size: 1.2rem;
-    }
-    
-    .md-content__navigation .md-nav__list {
-      display: grid;
-      grid-template-columns: 1fr 1fr;
-      gap: 1.5rem;
-      margin: 0;
-      padding: 0;
-      list-style: none;
-    }
-    
-    .md-content__navigation .md-nav__item {
-      display: block;
-      margin: 0;
-    }
-    
-    .md-content__navigation .md-nav__item--previous {
-      grid-column: 1;
-    }
-    
-    .md-content__navigation .md-nav__item--next {
-      grid-column: 2;
-      text-align: right;
-    }
-    
-    .md-content__navigation .md-nav__link-wrapper {
-      display: block;
-      padding: 1.5rem;
-      border-radius: 0.75rem;
-      text-decoration: none;
-      transition: all 0.3s ease;
-      border: 2px solid transparent;
-      height: 100%;
-    }
-    
-    .md-content__navigation .md-nav__item:hover .md-nav__link-wrapper {
-      transform: translateY(-3px);
-      box-shadow: 0 8px 25px rgba(220, 20, 60, 0.2);
-      border-color: #DC143C;
-    }
-    
-    .md-content__navigation .md-nav__direction {
-      display: block;
-      font-size: 0.75rem;
-      text-transform: uppercase;
-      letter-spacing: 0.1em;
-      font-weight: 600;
-      color: #DC143C;
-      margin-bottom: 0.5rem;
-    }
-    
-    .md-content__navigation .md-nav__title {
-      display: block;
-      font-size: 1rem;
-      font-weight: 500;
-      line-height: 1.4;
-      margin: 0;
-      border: none;
-      padding: 0;
-    }
-    
-    /* Light Mode Enhanced Navigation */
-    [data-md-color-scheme="default"] .md-content__navigation {
-      background: linear-gradient(135deg, #f8f9fa 0%, #ffffff 100%);
-    }
-    
-    [data-md-color-scheme="default"] .md-content__navigation .md-nav__link-wrapper {
-      background: #ffffff;
-      border-color: #e9ecef;
-      color: #495057;
-      box-shadow: 0 2px 4px rgba(0, 0, 0, 0.05);
-    }
-    
-    [data-md-color-scheme="default"] .md-content__navigation .md-nav__item:hover .md-nav__link-wrapper {
-      background: #ffffff;
-      color: #212529;
-    }
-    
-    /* Dark Mode Enhanced Navigation */
-    [data-md-color-scheme="slate"] .md-content__navigation {
-      background: linear-gradient(135deg, #1F2129 0%, #262932 100%);
-    }
-    
-    [data-md-color-scheme="slate"] .md-content__navigation .md-nav__link-wrapper {
-      background: #1F2129;
-      border-color: #404040;
-      color: #d1d5db;
-      box-shadow: 0 2px 4px rgba(0, 0, 0, 0.3);
-    }
-    
-    [data-md-color-scheme="slate"] .md-content__navigation .md-nav__item:hover .md-nav__link-wrapper {
-      background: #2a2d35;
-      color: #ffffff;
-    }
-    
-    /* Responsive Design for Navigation */
-    @media screen and (max-width: 59.9375em) {
-      .md-content__navigation .md-nav__list {
-        grid-template-columns: 1fr;
-        gap: 1rem;
-      }
-      
-      .md-content__navigation .md-nav__item--previous,
-      .md-content__navigation .md-nav__item--next {
-        grid-column: 1;
-        text-align: left;
-      }
-      
-      .md-content__navigation {
-        margin: 2rem 0 1rem;
-        padding: 1.5rem 0;
-      }
-    }
     /* Custom Footer Styling - Base */
     .md-footer-custom {
       padding: 2.4rem 0 1.2rem;