diff --git a/cookbook/Basic-RAG/README.md b/cookbook/Basic-RAG/README.md
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--- a/cookbook/Basic-RAG/README.md
+++ b/cookbook/Basic-RAG/README.md
@@ -3,7 +3,7 @@
Welcome to the Basic RAG Cookbook! This repository is dedicated to showcasing how to utilize the Retrieval-Augmented
Generation (RAG) model for various applications using custom and few-shot prompts. For in depth understanding of RAG
pipelines, chains, and prompts
-check [RAG-Piplines.md](https://github.com/arjbingly/Capstone_5/blob/main/projects/Basic-RAG/RAG-Piplines.md)
+check [RAG-Pipelines.md](https://github.com/arjbingly/Capstone_5/blob/main/cookbook/Basic-RAG/RAG-PIPELINES.md)
### Contents:
diff --git "a/documentation/Sphinx - How to get started\357\200\277.md" "b/documentation/Sphinx - How to get started\357\200\277.md"
new file mode 100644
index 0000000..138726c
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+++ "b/documentation/Sphinx - How to get started\357\200\277.md"
@@ -0,0 +1,150 @@
+# Sphinx - How to get started?
+
+## Prereqs
+
+- You have proper documentation for your code. This includes doc strings.
+- Make sure that your doc strings follow a standard, eg. PEP, Google, Numpy, etc.
+- Highly recommended to use a linter for both your code and docs. I use Ruff.
+
+## 1. Install Sphinx
+
+*refer: https://www.sphinx-doc.org/en/master/usage/installation.html*
+
+- **for Ubuntu/Debian** : `sudo apt install python3-sphinx`
+
+## 1.1 Folder Structure (Recommended)
+
+I like my docs as a separate folder in `src`. Therefore I create a new directory `docs`. Move here for the next step.
+
+```
+├── src
+│ ├── build
+│ ├── package_dir
+│ │ ├── __init__.py
+│ │ ├── module_1.py
+│ │ ├── module_2.py
+│ │ ├── subpackage_dir
+│ │ │ ├── __init__.py
+│ │ │ ├── module_1.py
+│ │ │ ├── module_2.py
+├── other directories and files not documented
+│ ├── css
+│ │ ├── **/*.css
+│ ├── images
+│ ├── js
+│ ├── index.html
+├── pyproject.toml
+├── requirements.txt
+├── package-lock.json
+└── .gitignore
+
+```
+
+## 2. Quickstart
+
+Run:
+
+```
+sphinx-quickstart
+```
+
+This will ask you the following:
+
+1. **Do you wanna separate your build and source?** N, Since I recommend a folder structure with a separate docs
+ directory.
+2. Name of Project
+3. Author Name
+4. Project Release
+5. Project Language
+
+If run successfully this will create a `conf.py` file, the make files and folders like `_build`, `_static`,
+and `_template`.
+
+## 3. Extract docs
+
+Move to `src` dir.
+Run:
+
+```
+sphinx-apidoc -o docs package_dir
+```
+
+Note that: here `-o` flag is the output folder, in our structure it is the `docs` directory, and `package_dir` is the
+directory with all the code you want to document.
+
+This will create `.rst` files for each Python module.
+
+## 4. Conf.py changes
+
+The `conf.py` file is in `docs` folder.
+You can see all the details you specified in the `quickstart` here.
+
+## 4.1 OS Syspath Changes
+
+Add the following to the beginning of `conf.py`.
+
+```
+import os
+import sys
+sys.path.insert(0, os.path.abspath("../package_dir"))
+```
+
+*Note that this assumes the above-mentioned folder structure, if you have a different structure, make sure to point it
+to the source code. *
+
+## 4.3 Extensions
+
+Sphinx has a lot of useful extensions. These should be added to the `extensions` tag. Some of the extensions I use are:
+
+1. `sphinx.ext.autodoc` - This extension automatically takes doc strings.
+2. `sphinx.ext.linkcode` (Optional) - This extension provides a link to the GitHub code. *(Note that this extension
+ requires other configs. Refer to Sphinx extension documentation for more details.)*
+3. `sphinx.ext.viewcode` (Optional) - This extension is similar to the above extension, instead of linking the code to
+ GitHub, it displays the code in a static webpage.
+4. `sphinx.ext.napoleon` (Optional) - Since we use Google doc-string standard, this is an essential extension.
+
+## 4.2 Theme (Optional)
+
+I use a Sphinx theme, which can be installed by running,
+
+```
+pip install sphinx-rtd-theme
+```
+
+Change the `html_theme` tag in the `conf.py` to `sphinx_rtd_theme`.
+
+You can find more themes at various sources like `www.sphinx-themes.org/`,
+`https://sphinxthemes.com`, etc.
+
+## 5 Building the docs
+
+To finally generate the docs run the following command from the `docs` directory.
+
+```
+make html
+```
+
+This will create a `build` directory, where you can find the html files. Opening the `index.html` shows you the homepage
+of your docs.
+
+## 6.1 Adding other pages (Optional)
+
+To add other pages to your sphinx website, you just have to create `.rst` reStructuredText files in the appropriate
+location and add them to your `index.rst` or to the `toctree` of a file already mentioned in `index.rst`.
+
+For more instructions on defining document structure refer
+[Defining Docuement Structure](https://www.sphinx-doc.org/en/master/usage/quickstart.html#defining-document-structure)
+
+For instructions on how to format reStructuredText refer to
+[reStructuredText Basics](https://www.sphinx-doc.org/en/master/usage/restructuredtext/basics.html)
+
+## 6.2 Adding examples (Optional)
+
+TODO
+
+- [https://sphinx-gallery.github.io/stable/index.html]()
+
+### References
+
+- [https://www.sphinx-doc.org/en/master/usage/quickstart.html]()
+- [https://samnicholls.net/2016/06/15/how-to-sphinx-readthedocs/]()
diff --git a/llm_quantize/README.md b/llm_quantize/README.md
index fe2a938..18660a8 100644
--- a/llm_quantize/README.md
+++ b/llm_quantize/README.md
@@ -1,15 +1,14 @@
## Model Quantization
-This module provides interactive way to quantize your model.
-To quantize model:
+This module provides an interactive way to quantize your model.
+To quantize model, run:
`python -m grag.quantize.quantize`
-After running the above command user will be prompted with following:
+After running the above command, user will be prompted with the following:
-- Path where user want to clone [llama.cpp](!https://github.com/ggerganov/llama.cpp) repo.
+- Path where user wants to clone [llama.cpp](!https://github.com/ggerganov/llama.cpp) repo
- If user wants us to download model from [HuggingFace](!https://huggingface.co/models) or user has model downloaded
- locally.
-- For former, user will be prompted to provide repo path from HuggingFace.
-- In case of later, user will be instructed to copy the model and input the name of model directory.
-- Finally, user will be prompted to enter quantization (recommended Q5_K_M or Q4_K_M, etc.). Check
- more [here](!https://github.com/ggerganov/llama.cpp/blob/master/examples/quantize/quantize.cpp#L19).
\ No newline at end of file
+ locally
+ - For the former, user will be prompted to provide repo path from HuggingFace
+ - For the latter, user will be instructed to copy the model and input the name of model directory
+- Finally, user will be prompted to enter quantization (recommended Q5_K_M or Q4_K_M, etc.). For more details, check [here](!https://github.com/ggerganov/llama.cpp/blob/master/examples/quantize/quantize.cpp#L19).
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+GRAG Overview
+=============
+
+GRAG provides an implementation of Retrieval-Augmented Generation that is completely open-sourced.
+
+Retrieval-Augmented Generation
+###################
+
diff --git a/src/docs/_build/html/get_started.introduction.html b/src/docs/_build/html/get_started.introduction.html
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+ GRAG Overview — GRAG 0.0.1 documentation
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