diff --git a/docs/source/_static/logos/vector_logo.png b/docs/source/_static/logos/vector_logo.png
new file mode 100644
index 0000000..3d9b106
Binary files /dev/null and b/docs/source/_static/logos/vector_logo.png differ
diff --git a/docs/source/_templates/base.html b/docs/source/_templates/base.html
new file mode 100644
index 0000000..a47c95d
--- /dev/null
+++ b/docs/source/_templates/base.html
@@ -0,0 +1,120 @@
+<!doctype html>
+<html class="no-js"{% if language is not none %} lang="{{ language }}"{% endif %}>
+  <head>
+    {%- block site_meta -%}
+    <meta charset="utf-8"/>
+    <meta name="viewport" content="width=device-width,initial-scale=1"/>
+    <meta name="color-scheme" content="light dark">
+    <meta name="google-site-verification" content="i0qQRaR9OA3tSz_9tDocdcXGY27Ox_cy4FrvTHD2C_0" />
+
+    {%- if metatags %}{{ metatags }}{% endif -%}
+
+    {# Make sure all pages have a description or Bing does not like us #}
+    {% if 'name="description"' not in metatags %}
+      <meta name="description" content="aieng-template Python API documentation">
+    {% endif %}
+
+    {%- block linktags %}
+        {%- if hasdoc('about') -%}
+          <link rel="author" title="{{ _('About these documents') }}" href="{{ pathto('about') }}" />
+        {%- endif -%}
+        {%- if hasdoc('genindex') -%}
+          <link rel="index" title="{{ _('Index') }}" href="{{ pathto('genindex') }}" />
+        {%- endif -%}
+        {%- if hasdoc('search') -%}
+          <link rel="search" title="{{ _('Search') }}" href="{{ pathto('search') }}" />
+        {%- endif -%}
+        {%- if hasdoc('copyright') -%}
+          <link rel="copyright" title="{{ _('Copyright') }}" href="{{ pathto('copyright') }}" />
+        {%- endif -%}
+        {%- if next -%}
+          <link rel="next" title="{{ next.title|striptags|e }}" href="{{ next.link|e }}" />
+        {%- endif -%}
+        {%- if prev -%}
+          <link rel="prev" title="{{ prev.title|striptags|e }}" href="{{ prev.link|e }}" />
+        {%- endif -%}
+        {#- rel="canonical" (set by html_baseurl) -#}
+        {%- if pageurl %}
+        <link rel="canonical" href="{{ pageurl|e }}" />
+        {%- endif %}
+    {%- endblock linktags %}
+
+    {# Favicon #}
+    {%- if favicon_url -%}
+      <link rel="shortcut icon" href="{{ favicon_url }}"/>
+    {%- endif -%}
+
+    {#- Generator banner -#}
+    <meta name="generator" content="sphinx-{{ sphinx_version }}, furo {{ furo_version }}"/>
+
+    {# Bing webmasters meta tag #}
+    <meta name="msvalidate.01" content="8D2A5032F006424CAF54C0DDCD16F666" />
+
+    {%- endblock site_meta -%}
+
+    {#- Site title -#}
+    {%- block htmltitle -%}
+      {# See Sphinx monkey patch in conf.py #}
+      {% if 'title' in metas %}
+        <title>{{ metas.title }}</title>
+      {% elif not docstitle %}
+        <title>{{ title|striptags|e }}</title>
+      {% elif pagename == master_doc %}
+        <title>{{ docstitle|striptags|e }}</title>
+      {% else %}
+        <title>{{ title|striptags|e }} - {{ docstitle|striptags|e }}</title>
+      {% endif %}
+    {%- endblock -%}
+
+    {%- block styles -%}
+
+    {# Custom stylesheets #}
+    {%- block regular_styles -%}
+    {%- for css in css_files -%}
+      {% if css|attr("filename") -%}
+        {{ css_tag(css) }}
+      {%- else -%}
+        <link rel="stylesheet" href="{{ pathto(css, 1)|e }}" type="text/css" />
+      {%- endif %}
+    {% endfor -%}
+    {%- endblock regular_styles -%}
+
+    {#- Theme-related stylesheets -#}
+    {%- block theme_styles %}
+    {% include "partials/_head_css_variables.html" with context %}
+    {%- endblock -%}
+
+    {%- block extra_styles %}
+    {%- endblock -%}
+
+    {%- endblock styles -%}
+
+    {#- Custom front matter #}
+    {%- block extrahead -%}{%- endblock -%}
+
+    {# Custom JS #}
+    {%- block regular_scripts -%}
+    {% for path in script_files -%}
+      {{ js_tag(path) }}
+    {% endfor -%}
+    {%- endblock regular_scripts -%}
+
+    {# Theme-related JavaScript code #}
+    {%- block theme_scripts -%}
+    {%- endblock -%}
+
+    {# Footer icons #}
+    <script src="https://kit.fontawesome.com/2c1f516901.js" crossorigin="anonymous"></script>
+
+  </head>
+  <body>
+    {% block body %}
+    <script>
+      document.body.dataset.theme = localStorage.getItem("theme") || "auto";
+    </script>
+    {% endblock %}
+
+    {%- block scripts -%}
+    {%- endblock scripts -%}
+  </body>
+</html>
diff --git a/docs/source/_templates/custom-class-template.rst b/docs/source/_templates/custom-class-template.rst
new file mode 100644
index 0000000..f73eda5
--- /dev/null
+++ b/docs/source/_templates/custom-class-template.rst
@@ -0,0 +1,34 @@
+{{ fullname | escape | underline}}
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ objname }}
+   :members:
+   :show-inheritance:
+   :inherited-members:
+   :special-members: __call__, __add__, __mul__
+
+   {% block methods %}
+   {% if methods %}
+   .. rubric:: {{ _('Methods') }}
+
+   .. autosummary::
+      :nosignatures:
+   {% for item in methods %}
+      {%- if not item.startswith('_') %}
+      ~{{ name }}.{{ item }}
+      {%- endif -%}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block attributes %}
+   {% if attributes %}
+   .. rubric:: {{ _('Attributes') }}
+
+   .. autosummary::
+   {% for item in attributes %}
+      ~{{ name }}.{{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
diff --git a/docs/source/_templates/custom-module-template.rst b/docs/source/_templates/custom-module-template.rst
new file mode 100644
index 0000000..d066d0e
--- /dev/null
+++ b/docs/source/_templates/custom-module-template.rst
@@ -0,0 +1,66 @@
+{{ fullname | escape | underline}}
+
+.. automodule:: {{ fullname }}
+
+   {% block attributes %}
+   {% if attributes %}
+   .. rubric:: Module attributes
+
+   .. autosummary::
+      :toctree:
+   {% for item in attributes %}
+      {{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block functions %}
+   {% if functions %}
+   .. rubric:: {{ _('Functions') }}
+
+   .. autosummary::
+      :toctree:
+      :nosignatures:
+   {% for item in functions %}
+      {{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block classes %}
+   {% if classes %}
+   .. rubric:: {{ _('Classes') }}
+
+   .. autosummary::
+      :toctree:
+      :template: custom-class-template.rst
+      :nosignatures:
+   {% for item in classes %}
+      {{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block exceptions %}
+   {% if exceptions %}
+   .. rubric:: {{ _('Exceptions') }}
+
+   .. autosummary::
+      :toctree:
+   {% for item in exceptions %}
+      {{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+{% block modules %}
+{% if modules %}
+.. autosummary::
+   :toctree:
+   :template: custom-module-template.rst
+   :recursive:
+{% for item in modules %}
+   {{ item }}
+{%- endfor %}
+{% endif %}
+{% endblock %}
diff --git a/docs/source/_templates/page.html b/docs/source/_templates/page.html
new file mode 100644
index 0000000..81b2131
--- /dev/null
+++ b/docs/source/_templates/page.html
@@ -0,0 +1,219 @@
+{% extends "base.html" %}
+
+{% block body -%}
+{{ super() }}
+{% include "partials/icons.html" %}
+
+<input type="checkbox" class="sidebar-toggle" name="__navigation" id="__navigation">
+<input type="checkbox" class="sidebar-toggle" name="__toc" id="__toc">
+<label class="overlay sidebar-overlay" for="__navigation">
+  <div class="visually-hidden">Hide navigation sidebar</div>
+</label>
+<label class="overlay toc-overlay" for="__toc">
+  <div class="visually-hidden">Hide table of contents sidebar</div>
+</label>
+
+{% if theme_announcement -%}
+<div class="announcement">
+  <aside class="announcement-content">
+    {% block announcement %} {{ theme_announcement }} {% endblock announcement %}
+  </aside>
+</div>
+{%- endif %}
+
+<div class="page">
+  <header class="mobile-header">
+    <div class="header-left">
+      <label class="nav-overlay-icon" for="__navigation">
+        <div class="visually-hidden">Toggle site navigation sidebar</div>
+        <i class="icon"><svg><use href="#svg-menu"></use></svg></i>
+      </label>
+    </div>
+    <div class="header-center">
+      <a href="{{ pathto(master_doc) }}"><div class="brand">{{ docstitle if docstitle else project }}</div></a>
+    </div>
+    <div class="header-right">
+      <div class="theme-toggle-container theme-toggle-header">
+        <button class="theme-toggle">
+          <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
+          <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
+          <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+          <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
+        </button>
+      </div>
+      <label class="toc-overlay-icon toc-header-icon{% if furo_hide_toc %} no-toc{% endif %}" for="__toc">
+        <div class="visually-hidden">Toggle table of contents sidebar</div>
+        <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+      </label>
+    </div>
+  </header>
+  <aside class="sidebar-drawer">
+    <div class="sidebar-container">
+      {% block left_sidebar %}
+      <div class="sidebar-sticky">
+        {%- for sidebar_section in sidebars %}
+          {%- include sidebar_section %}
+        {%- endfor %}
+      </div>
+      {% endblock left_sidebar %}
+    </div>
+  </aside>
+  <div class="main">
+    <div class="content">
+      <div class="article-container">
+        <a href="#" class="back-to-top muted-link">
+          <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24">
+            <path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12z"></path>
+          </svg>
+          <span>{% trans %}Back to top{% endtrans %}</span>
+        </a>
+        <div class="content-icon-container">
+          {% if theme_top_of_page_button == "edit" -%}
+          {%- include "components/edit-this-page.html" with context -%}
+          {%- elif theme_top_of_page_button != None -%}
+          {{ warning("Got an unsupported value for 'top_of_page_button'") }}
+          {%- endif -%}
+          {#- Theme toggle -#}
+          <div class="theme-toggle-container theme-toggle-content">
+            <button class="theme-toggle">
+              <div class="visually-hidden">Toggle Light / Dark / Auto color theme</div>
+              <svg class="theme-icon-when-auto"><use href="#svg-sun-half"></use></svg>
+              <svg class="theme-icon-when-dark"><use href="#svg-moon"></use></svg>
+              <svg class="theme-icon-when-light"><use href="#svg-sun"></use></svg>
+            </button>
+          </div>
+          <label class="toc-overlay-icon toc-content-icon{% if furo_hide_toc %} no-toc{% endif %}" for="__toc">
+            <div class="visually-hidden">Toggle table of contents sidebar</div>
+            <i class="icon"><svg><use href="#svg-toc"></use></svg></i>
+          </label>
+        </div>
+        <article role="main">
+          {% block content %}{{ body }}{% endblock %}
+        </article>
+      </div>
+      <footer>
+        {% block footer %}
+        <div class="related-pages">
+          {% if next -%}
+            <a class="next-page" href="{{ next.link }}">
+              <div class="page-info">
+                <div class="context">
+                  <span>{{ _("Next") }}</span>
+                </div>
+                <div class="title">{{ next.title }}</div>
+              </div>
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+            </a>
+          {%- endif %}
+          {% if prev -%}
+            <a class="prev-page" href="{{ prev.link }}">
+              <svg class="furo-related-icon"><use href="#svg-arrow-right"></use></svg>
+              <div class="page-info">
+                <div class="context">
+                  <span>{{ _("Previous") }}</span>
+                </div>
+                {% if prev.link == pathto(master_doc) %}
+                <div class="title">{{ _("Home") }}</div>
+                {% else %}
+                <div class="title">{{ prev.title }}</div>
+                {% endif %}
+              </div>
+            </a>
+          {%- endif %}
+        </div>
+        <div class="bottom-of-page">
+          <div class="left-details">
+            {%- if show_copyright %}
+            <div class="copyright">
+              {%- if hasdoc('copyright') %}
+                {% trans path=pathto('copyright'), copyright=copyright|e -%}
+                  <a href="{{ path }}">Copyright</a> &#169; {{ copyright }}
+                {%- endtrans %}
+              {%- else %}
+                {% trans copyright=copyright|e -%}
+                  Copyright &#169; {{ copyright }}
+                {%- endtrans %}
+              {%- endif %}
+            </div>
+            {%- endif %}
+            <!--
+            {% trans %}Made with {% endtrans -%}
+            {%- if show_sphinx -%}
+            {% trans %}<a href="https://www.sphinx-doc.org/">Sphinx</a> and {% endtrans -%}
+            <a class="muted-link" href="https://pradyunsg.me">@pradyunsg</a>'s
+            {% endif -%}
+            {% trans %}
+            <a href="https://github.com/pradyunsg/furo">Furo</a>
+            {% endtrans %}
+            -->
+            {%- if last_updated -%}
+            <div class="last-updated">
+              {% trans last_updated=last_updated|e -%}
+                Last updated on {{ last_updated }}
+              {%- endtrans -%}
+            </div>
+            {%- endif %}
+          </div>
+          <div class="right-details">
+            {% if theme_footer_icons or READTHEDOCS -%}
+            <div class="icons">
+              {% if theme_footer_icons -%}
+              {% for icon_dict in theme_footer_icons -%}
+              <a class="muted-link {{ icon_dict.class }}" href="{{ icon_dict.url }}" aria-label="{{ icon_dict.name }}">
+                {{- icon_dict.html -}}
+              </a>
+              {% endfor %}
+              {%- else -%}
+              {#- Show Read the Docs project -#}
+              {%- if READTHEDOCS and slug -%}
+              <a class="muted-link" href="https://readthedocs.org/projects/{{ slug }}" aria-label="On Read the Docs">
+                <svg x="0px" y="0px" viewBox="-125 217 360 360" xml:space="preserve">
+                  <path fill="currentColor" d="M39.2,391.3c-4.2,0.6-7.1,4.4-6.5,8.5c0.4,3,2.6,5.5,5.5,6.3 c0,0,18.5,6.1,50,8.7c25.3,2.1,54-1.8,54-1.8c4.2-0.1,7.5-3.6,7.4-7.8c-0.1-4.2-3.6-7.5-7.8-7.4c-0.5,0-1,0.1-1.5,0.2 c0,0-28.1,3.5-50.9,1.6c-30.1-2.4-46.5-7.9-46.5-7.9C41.7,391.3,40.4,391.1,39.2,391.3z M39.2,353.6c-4.2,0.6-7.1,4.4-6.5,8.5 c0.4,3,2.6,5.5,5.5,6.3c0,0,18.5,6.1,50,8.7c25.3,2.1,54-1.8,54-1.8c4.2-0.1,7.5-3.6,7.4-7.8c-0.1-4.2-3.6-7.5-7.8-7.4 c-0.5,0-1,0.1-1.5,0.2c0,0-28.1,3.5-50.9,1.6c-30.1-2.4-46.5-7.9-46.5-7.9C41.7,353.6,40.4,353.4,39.2,353.6z M39.2,315.9 c-4.2,0.6-7.1,4.4-6.5,8.5c0.4,3,2.6,5.5,5.5,6.3c0,0,18.5,6.1,50,8.7c25.3,2.1,54-1.8,54-1.8c4.2-0.1,7.5-3.6,7.4-7.8 c-0.1-4.2-3.6-7.5-7.8-7.4c-0.5,0-1,0.1-1.5,0.2c0,0-28.1,3.5-50.9,1.6c-30.1-2.4-46.5-7.9-46.5-7.9 C41.7,315.9,40.4,315.8,39.2,315.9z M39.2,278.3c-4.2,0.6-7.1,4.4-6.5,8.5c0.4,3,2.6,5.5,5.5,6.3c0,0,18.5,6.1,50,8.7 c25.3,2.1,54-1.8,54-1.8c4.2-0.1,7.5-3.6,7.4-7.8c-0.1-4.2-3.6-7.5-7.8-7.4c-0.5,0-1,0.1-1.5,0.2c0,0-28.1,3.5-50.9,1.6 c-30.1-2.4-46.5-7.9-46.5-7.9C41.7,278.2,40.4,278.1,39.2,278.3z M-13.6,238.5c-39.6,0.3-54.3,12.5-54.3,12.5v295.7 c0,0,14.4-12.4,60.8-10.5s55.9,18.2,112.9,19.3s71.3-8.8,71.3-8.8l0.8-301.4c0,0-25.6,7.3-75.6,7.7c-49.9,0.4-61.9-12.7-107.7-14.2 C-8.2,238.6-10.9,238.5-13.6,238.5z M19.5,257.8c0,0,24,7.9,68.3,10.1c37.5,1.9,75-3.7,75-3.7v267.9c0,0-19,10-66.5,6.6 C59.5,536.1,19,522.1,19,522.1L19.5,257.8z M-3.6,264.8c4.2,0,7.7,3.4,7.7,7.7c0,4.2-3.4,7.7-7.7,7.7c0,0-12.4,0.1-20,0.8 c-12.7,1.3-21.4,5.9-21.4,5.9c-3.7,2-8.4,0.5-10.3-3.2c-2-3.7-0.5-8.4,3.2-10.3c0,0,0,0,0,0c0,0,11.3-6,27-7.5 C-16,264.9-3.6,264.8-3.6,264.8z M-11,302.6c4.2-0.1,7.4,0,7.4,0c4.2,0.5,7.2,4.3,6.7,8.5c-0.4,3.5-3.2,6.3-6.7,6.7 c0,0-12.4,0.1-20,0.8c-12.7,1.3-21.4,5.9-21.4,5.9c-3.7,2-8.4,0.5-10.3-3.2c-2-3.7-0.5-8.4,3.2-10.3c0,0,11.3-6,27-7.5 C-20.5,302.9-15.2,302.7-11,302.6z M-3.6,340.2c4.2,0,7.7,3.4,7.7,7.7s-3.4,7.7-7.7,7.7c0,0-12.4-0.1-20,0.7 c-12.7,1.3-21.4,5.9-21.4,5.9c-3.7,2-8.4,0.5-10.3-3.2c-2-3.7-0.5-8.4,3.2-10.3c0,0,11.3-6,27-7.5C-16,340.1-3.6,340.2-3.6,340.2z" />
+                </svg>
+              </a>
+              {%- endif -%}
+              {#- Show GitHub repository home -#}
+              {%- if READTHEDOCS and display_github and github_user != "None" and github_repo != "None" -%}
+              <a class="muted-link" href="https://github.com/{{ github_user }}/{{ github_repo }}" aria-label="On GitHub">
+                <svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 16 16">
+                  <path fill-rule="evenodd" d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0 0 16 8c0-4.42-3.58-8-8-8z"></path>
+                </svg>
+              </a>
+              {%- endif -%}
+              {%- endif %}
+            </div>
+            {%- endif %}
+          </div>
+        </div>
+        <div class="footer-container" style="text-align: center;">
+          <div class="logo">
+            <a class="logo" href="https://vectorinstitute.ai/">
+              <span class="logo"></span>
+              <img alt="Logo of the Vector Institute" style="width:90px; max-width:90px;" src="{{ pathto('_static/logos/vector_logo.png', 1) }}" />
+            </a>
+          </div>
+        </div>
+        {% endblock footer %}
+      </footer>
+    </div>
+    <aside class="toc-drawer{% if furo_hide_toc %} no-toc{% endif %}">
+      {% block right_sidebar %}
+      {% if not furo_hide_toc %}
+      <div class="toc-sticky toc-scroll">
+        <div class="toc-title-container">
+          <span class="toc-title">
+            {{ _("On this page") }}
+          </span>
+        </div>
+        <div class="toc-tree-container">
+          <div class="toc-tree">
+            {{ toc }}
+          </div>
+        </div>
+      </div>
+      {% endif %}
+      {% endblock right_sidebar %}
+    </aside>
+  </div>
+</div>
+{%- endblock %}
diff --git a/docs/source/index.md b/docs/source/index.md
index 846b38b..b0eed40 100644
--- a/docs/source/index.md
+++ b/docs/source/index.md
@@ -2,7 +2,7 @@
 hide-toc: true
 ---
 
-# Vector AI Engineering template repository
+# Vector AI Engineering template (uv edition) repository
 
 ```{toctree}
 :hidden:
