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diff --git a/cookbook/Basic-RAG/BasicRAG_refine.py b/cookbook/Basic-RAG/BasicRAG_refine.py
@@ -1,9 +1,16 @@
 """Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever

diff --git a/cookbook/Basic-RAG/BasicRAG_stuff.py b/cookbook/Basic-RAG/BasicRAG_stuff.py
@@ -1,9 +1,16 @@
 """Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever

diff --git a/cookbook/Basic-RAG/RAG-PIPELINES.md b/cookbook/Basic-RAG/RAG-PIPELINES.md
@@ -1,6 +1,6 @@
-# RAG Piplines
+# RAG Pipelines
 
-In very basic terms, a RAG pipeline is a system where relevant context is provided to the LLM along with the query. Typically a vector database is leveraged for this task.
+In very basic terms, a RAG pipeline is a system where relevant context is provided to the LLM along with the query. Typically, a vector database is leveraged for this task.
 
 ## Benefits of RAG
 
@@ -77,8 +77,8 @@ eg. The Llama model takes system prompts
 
 # Other Hyperparameters
 
-- **Chunk Sizes** - generally the smallest chunk size you can get away with.
-- **Similarity score** - eg cosine similarity
+- **Chunk Sizes** - generally, the smallest chunk size you can get away with.
+- **Similarity score** - e.g. cosine similarity
 - **Embedding**
 
 # Sources

diff --git a/src/docs/_build/doctrees/auto_examples/Basic-RAG/BasicRAG_refine.doctree b/src/docs/_build/doctrees/auto_examples/Basic-RAG/BasicRAG_refine.doctree
diff --git a/src/docs/_build/doctrees/auto_examples/Basic-RAG/BasicRAG_stuff.doctree b/src/docs/_build/doctrees/auto_examples/Basic-RAG/BasicRAG_stuff.doctree
diff --git a/src/docs/_build/doctrees/auto_examples/Basic-RAG/index.doctree b/src/docs/_build/doctrees/auto_examples/Basic-RAG/index.doctree
diff --git a/src/docs/_build/doctrees/environment.pickle b/src/docs/_build/doctrees/environment.pickle
diff --git a/src/docs/_build/doctrees/get_started.doctree b/src/docs/_build/doctrees/get_started.doctree
diff --git a/src/docs/_build/doctrees/get_started.introduction.doctree b/src/docs/_build/doctrees/get_started.introduction.doctree
diff --git a/src/docs/_build/doctrees/get_started.llms.doctree b/src/docs/_build/doctrees/get_started.llms.doctree
diff --git a/src/docs/_build/doctrees/get_started.vectordb.doctree b/src/docs/_build/doctrees/get_started.vectordb.doctree
diff --git a/src/docs/_build/html/.buildinfo b/src/docs/_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: d4c21b77045124631c4c68a22a4bc3b5
+config: 33176d1a0fbc2e489b6d5201070d328e
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/src/docs/_build/html/_downloads/08281b5b1106412fcca1eee951af6faa/BasicRAG_stuff.py b/src/docs/_build/html/_downloads/08281b5b1106412fcca1eee951af6faa/BasicRAG_stuff.py
@@ -1,9 +1,16 @@
 """Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever

diff --git a/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb b/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Stuff Chain\nThis cookbook demonstrates how to use the stuff chain for BasicRAG.\n<img src=\"file://src/docs/_static/stuff_chain_langchain_illustration.jpg\" width=\"400\" alt=\"Stuff Documents Chain Process\">\n"
+        "# Stuff Chain\nThis cookbook demonstrates how to use the stuff chain for BasicRAG.\nFor more information, refer to [RAG-PIPELINES](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md\n/).\n\n.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg\n  :width: 800\n  :alt: Stuff Documents Chain Process\n  :align: center\n\n  Illustration of stuff chain (Source: LangChain)\n"
       ]
     },
     {

diff --git a/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb b/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb
@@ -4,7 +4,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "# Refine Chain\nThis cookbook demonstrates how to use the refine chain for BasicRAG.\n<img src=\"file://src/docs/_static/refine_chain_langchain_illustration.jpg\" width=\"400\" alt=\"Refine Documents Chain Process\">\n"
+        "# Refine Chain\nThis cookbook demonstrates how to use the refine chain for BasicRAG.\nFor more information, refer to [RAG-PIPELINES](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md\n/).\n\n.. figure:: ../../_static/refine_chain_langchain_illustration.jpg\n  :width: 800\n  :alt: Refine Documents Chain Process\n  :align: center\n\n  Illustration of refine chain (Source: LangChain)\n"
       ]
     },
     {

diff --git a/src/docs/_build/html/_downloads/d30c8b1c6e4654b2ad3d2a98fac0be74/Basic-RAG_python.zip b/src/docs/_build/html/_downloads/d30c8b1c6e4654b2ad3d2a98fac0be74/Basic-RAG_python.zip
diff --git a/src/docs/_build/html/_downloads/f9939c7be8f2cbb228881fcceb9ea19d/Basic-RAG_jupyter.zip b/src/docs/_build/html/_downloads/f9939c7be8f2cbb228881fcceb9ea19d/Basic-RAG_jupyter.zip
diff --git a/src/docs/_build/html/_downloads/ff38cea876c84a5f22af2d8c8b56bc59/BasicRAG_refine.py b/src/docs/_build/html/_downloads/ff38cea876c84a5f22af2d8c8b56bc59/BasicRAG_refine.py
@@ -1,9 +1,16 @@
 """Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
+
 """
 
 from grag.components.multivec_retriever import Retriever

diff --git a/src/docs/_build/html/_images/refine_chain_langchain_illustration.jpg b/src/docs/_build/html/_images/refine_chain_langchain_illustration.jpg
diff --git a/src/docs/_build/html/_images/stuff_chain_langchain_illustration.jpg b/src/docs/_build/html/_images/stuff_chain_langchain_illustration.jpg
diff --git a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_refine.rst.txt b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_refine.rst.txt
@@ -20,11 +20,17 @@
 Refine Chain
 =======================
 This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/refine_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Refine Documents Chain Process
+  :align: center
+
+  Illustration of refine chain (Source: LangChain)
 
-.. GENERATED FROM PYTHON SOURCE LINES 8-21
+.. GENERATED FROM PYTHON SOURCE LINES 15-28
 
 .. code-block:: Python
 

diff --git a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_stuff.rst.txt b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/BasicRAG_stuff.rst.txt
@@ -20,11 +20,17 @@
 Stuff Chain
 =======================
 This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg
-  :width: 400
+For more information, refer to `RAG-PIPELINES <https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md
+/>`_.
+
+.. figure:: ../../_static/stuff_chain_langchain_illustration.jpg
+  :width: 800
   :alt: Stuff Documents Chain Process
+  :align: center
+
+  Illustration of stuff chain (Source: LangChain)
 
-.. GENERATED FROM PYTHON SOURCE LINES 8-22
+.. GENERATED FROM PYTHON SOURCE LINES 15-29
 
 .. code-block:: Python
 

diff --git a/src/docs/_build/html/_sources/auto_examples/Basic-RAG/index.rst.txt b/src/docs/_build/html/_sources/auto_examples/Basic-RAG/index.rst.txt
@@ -33,7 +33,7 @@ Below is a gallery of examples, demonstrating the use of Basic-RAG.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Refine Chain">
+    <div class="sphx-glr-thumbcontainer" tooltip="  Illustration of refine chain (Source: LangChain)">
 
 .. only:: html
 
@@ -50,7 +50,7 @@ Below is a gallery of examples, demonstrating the use of Basic-RAG.
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Stuff Chain">
+    <div class="sphx-glr-thumbcontainer" tooltip="  Illustration of stuff chain (Source: LangChain)">
 
 .. only:: html
 

diff --git a/src/docs/_build/html/_sources/get_started.introduction.rst.txt b/src/docs/_build/html/_sources/get_started.introduction.rst.txt
@@ -2,6 +2,10 @@ GRAG Overview
 =============
 
 GRAG provides an implementation of Retrieval-Augmented Generation that is completely open-sourced.
+Since it does not use any external services or APIs, this enables a cost-saving solution as well a solution to data privacy concerns.
+For more information, refer to :ref:`Test <Vector Stores>`.
 
 Retrieval-Augmented Generation
-###############################
+##############################
+
+Re
diff --git a/src/docs/_build/html/_sources/get_started.llms.rst.txt b/src/docs/_build/html/_sources/get_started.llms.rst.txt
@@ -1,4 +1,4 @@
-LLMs
+        `LLMs
 =====
 
 GRAG offers two ways to run LLMs locally:

diff --git a/src/docs/_build/html/_sources/get_started.rst.txt b/src/docs/_build/html/_sources/get_started.rst.txt
@@ -3,6 +3,8 @@ Get Started
 .. toctree::
    :maxdepth: 2
 
+   get_started.introduction
    get_started.installation
    get_started.llms
    get_started.vectordb
+
diff --git a/src/docs/_build/html/_sources/get_started.vectordb.rst.txt b/src/docs/_build/html/_sources/get_started.vectordb.rst.txt
@@ -1,3 +1,5 @@
+.. _Vector Stores:
+
 Vector Stores
 ===============
 

diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html
@@ -100,17 +100,13 @@
 <section class="sphx-glr-example-title" id="refine-chain">
 <span id="sphx-glr-auto-examples-basic-rag-basicrag-refine-py"></span><h1>Refine Chain<a class="headerlink" href="#refine-chain" title="Link to this heading"></a></h1>
 <p>This cookbook demonstrates how to use the refine chain for BasicRAG.
-.. image:: src/docs/_static/refine_chain_langchain_illustration.jpg</p>
-<blockquote>
-<div><dl class="field-list simple">
-<dt class="field-odd">width<span class="colon">:</span></dt>
-<dd class="field-odd"><p>400</p>
-</dd>
-<dt class="field-even">alt<span class="colon">:</span></dt>
-<dd class="field-even"><p>Refine Documents Chain Process</p>
-</dd>
-</dl>
-</div></blockquote>
+For more information, refer to <a class="reference external" href="https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md/">RAG-PIPELINES</a>.</p>
+<figure class="align-center" id="id1">
+<a class="reference internal image-reference" href="../../_images/refine_chain_langchain_illustration.jpg"><img alt="Refine Documents Chain Process" src="../../_images/refine_chain_langchain_illustration.jpg" style="width: 800px;" /></a>
+<figcaption>
+<p><span class="caption-text">Illustration of refine chain (Source: LangChain)</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">grag.components.multivec_retriever</span> <span class="kn">import</span> <span class="n">Retriever</span>
 <span class="kn">from</span> <span class="nn">grag.components.vectordb.deeplake_client</span> <span class="kn">import</span> <span class="n">DeepLakeClient</span>
 <span class="kn">from</span> <span class="nn">grag.rag.basic_rag</span> <span class="kn">import</span> <span class="n">BasicRAG</span>

diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html
@@ -100,17 +100,13 @@
 <section class="sphx-glr-example-title" id="stuff-chain">
 <span id="sphx-glr-auto-examples-basic-rag-basicrag-stuff-py"></span><h1>Stuff Chain<a class="headerlink" href="#stuff-chain" title="Link to this heading"></a></h1>
 <p>This cookbook demonstrates how to use the stuff chain for BasicRAG.
-.. image:: src/docs/_static/stuff_chain_langchain_illustration.jpg</p>
-<blockquote>
-<div><dl class="field-list simple">
-<dt class="field-odd">width<span class="colon">:</span></dt>
-<dd class="field-odd"><p>400</p>
-</dd>
-<dt class="field-even">alt<span class="colon">:</span></dt>
-<dd class="field-even"><p>Stuff Documents Chain Process</p>
-</dd>
-</dl>
-</div></blockquote>
+For more information, refer to <a class="reference external" href="https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md/">RAG-PIPELINES</a>.</p>
+<figure class="align-center" id="id1">
+<a class="reference internal image-reference" href="../../_images/stuff_chain_langchain_illustration.jpg"><img alt="Stuff Documents Chain Process" src="../../_images/stuff_chain_langchain_illustration.jpg" style="width: 800px;" /></a>
+<figcaption>
+<p><span class="caption-text">Illustration of stuff chain (Source: LangChain)</span><a class="headerlink" href="#id1" title="Link to this image"></a></p>
+</figcaption>
+</figure>
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">grag.components.multivec_retriever</span> <span class="kn">import</span> <span class="n">Retriever</span>
 <span class="kn">from</span> <span class="nn">grag.components.vectordb.deeplake_client</span> <span class="kn">import</span> <span class="n">DeepLakeClient</span>
 <span class="kn">from</span> <span class="nn">grag.rag.basic_rag</span> <span class="kn">import</span> <span class="n">BasicRAG</span>

diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/index.html b/src/docs/_build/html/auto_examples/Basic-RAG/index.html
@@ -97,10 +97,10 @@
 <div class="sphx-glr-thumbnails"><div class="sphx-glr-thumbcontainer" tooltip="Custom Prompts"><img alt="" src="../../_images/sphx_glr_BasicRAG_CustomPrompt_thumb.png" />
 <p><a class="reference internal" href="BasicRAG_CustomPrompt.html#sphx-glr-auto-examples-basic-rag-basicrag-customprompt-py"><span class="std std-ref">Custom Prompts</span></a></p>
   <div class="sphx-glr-thumbnail-title">Custom Prompts</div>
-</div><div class="sphx-glr-thumbcontainer" tooltip="Refine Chain"><img alt="" src="../../_images/sphx_glr_BasicRAG_refine_thumb.png" />
+</div><div class="sphx-glr-thumbcontainer" tooltip="  Illustration of refine chain (Source: LangChain)"><img alt="" src="../../_images/sphx_glr_BasicRAG_refine_thumb.png" />
 <p><a class="reference internal" href="BasicRAG_refine.html#sphx-glr-auto-examples-basic-rag-basicrag-refine-py"><span class="std std-ref">Refine Chain</span></a></p>
   <div class="sphx-glr-thumbnail-title">Refine Chain</div>
-</div><div class="sphx-glr-thumbcontainer" tooltip="Stuff Chain"><img alt="" src="../../_images/sphx_glr_BasicRAG_stuff_thumb.png" />
+</div><div class="sphx-glr-thumbcontainer" tooltip="  Illustration of stuff chain (Source: LangChain)"><img alt="" src="../../_images/sphx_glr_BasicRAG_stuff_thumb.png" />
 <p><a class="reference internal" href="BasicRAG_stuff.html#sphx-glr-auto-examples-basic-rag-basicrag-stuff-py"><span class="std std-ref">Stuff Chain</span></a></p>
   <div class="sphx-glr-thumbnail-title">Stuff Chain</div>
 </div><div class="sphx-glr-thumbcontainer" tooltip="Document Ingestion"><img alt="" src="../../_images/sphx_glr_BasicRAG_ingest_thumb.png" />

diff --git a/src/docs/_build/html/get_started.html b/src/docs/_build/html/get_started.html
@@ -25,7 +25,7 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="Installation" href="get_started.installation.html" />
+    <link rel="next" title="GRAG Overview" href="get_started.introduction.html" />
     <link rel="prev" title="Welcome to GRAG’s documentation!" href="index.html" /> 
 </head>
 
@@ -51,8 +51,10 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Get Started</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">LLMs</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
 </ul>
 </li>
@@ -88,10 +90,14 @@
 <h1>Get Started<a class="headerlink" href="#get-started" title="Link to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
+<li class="toctree-l1"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html#retrieval-augmented-generation">Retrieval-Augmented Generation</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="get_started.installation.html">Installation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="get_started.llms.html">LLMs</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-huggingface">To run LLMs using HuggingFace</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
+<li class="toctree-l1"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l1"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#how-to-quantize-models">How to quantize models.</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a><ul>
@@ -109,7 +115,7 @@ <h1>Get Started<a class="headerlink" href="#get-started" title="Link to this hea
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="index.html" class="btn btn-neutral float-left" title="Welcome to GRAG’s documentation!" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="get_started.installation.html" class="btn btn-neutral float-right" title="Installation" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="get_started.introduction.html" class="btn btn-neutral float-right" title="GRAG Overview" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>

diff --git a/src/docs/_build/html/get_started.installation.html b/src/docs/_build/html/get_started.installation.html
@@ -25,8 +25,8 @@
     <script src="_static/js/theme.js"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
-    <link rel="next" title="LLMs" href="get_started.llms.html" />
-    <link rel="prev" title="Get Started" href="get_started.html" /> 
+    <link rel="next" title="To run LLMs using HuggingFace" href="get_started.llms.html" />
+    <link rel="prev" title="GRAG Overview" href="get_started.introduction.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -51,8 +51,10 @@
               <p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
 <ul class="current">
 <li class="toctree-l1 current"><a class="reference internal" href="get_started.html">Get Started</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="get_started.introduction.html">GRAG Overview</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">LLMs</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html">To run LLMs using HuggingFace</a></li>
+<li class="toctree-l2"><a class="reference internal" href="get_started.llms.html#to-run-llms-using-llamacpp">To run LLMs using LlamaCPP</a></li>
 <li class="toctree-l2"><a class="reference internal" href="get_started.vectordb.html">Vector Stores</a></li>
 </ul>
 </li>
@@ -100,8 +102,8 @@ <h1>Installation<a class="headerlink" href="#installation" title="Link to this h
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+        <a href="get_started.introduction.html" class="btn btn-neutral float-left" title="GRAG Overview" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="get_started.llms.html" class="btn btn-neutral float-right" title="To run LLMs using HuggingFace" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
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