diff --git a/README.md b/README.md
index aba1401f..437c4b54 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ When deploying your DocsGPT to a live environment, we're eager to provide person
 
 You can find our [Roadmap](https://github.com/orgs/arc53/projects/2) here. Please don't hesitate to contribute or create issues, it helps us make DocsGPT better!
 
-## Our Open-Source models optimised for DocsGPT:
+## Our Open-Source models optimized for DocsGPT:
 
 | Name              | Base Model | Requirements (or similar)                        |
 |-------------------|------------|----------------------------------------------------------|
@@ -47,7 +47,7 @@ You can find our [Roadmap](https://github.com/orgs/arc53/projects/2) here. Pleas
 | [Docsgpt-40b-falcon](https://huggingface.co/Arc53/docsgpt-40b-falcon)       | falcon-40b     | 8xA10G gpu's  |
 
 
-If you don't have enough resources to run it you can use bitsnbytes to quantize
+If you don't have enough resources to run it you can use [bitsandbytes](https://github.com/TimDettmers/bitsandbytes) to quantize.
 
 
 ## Features
diff --git a/application/app.py b/application/app.py
index 41b821b7..e97febc1 100644
--- a/application/app.py
+++ b/application/app.py
@@ -1,68 +1,41 @@
 import platform
-
-
 import dotenv
 from application.celery import celery
 from flask import Flask, request, redirect
-
-
 from application.core.settings import settings
 from application.api.user.routes import user
 from application.api.answer.routes import answer
 from application.api.internal.routes import internal
 
-
-
-# Redirect PosixPath to WindowsPath on Windows
-
 if platform.system() == "Windows":
     import pathlib
-
-    temp = pathlib.PosixPath
     pathlib.PosixPath = pathlib.WindowsPath
 
-# loading the .env file
 dotenv.load_dotenv()
 
-
-
 app = Flask(__name__)
 app.register_blueprint(user)
 app.register_blueprint(answer)
 app.register_blueprint(internal)
-app.config["UPLOAD_FOLDER"] = UPLOAD_FOLDER = "inputs"
-app.config["CELERY_BROKER_URL"] = settings.CELERY_BROKER_URL
-app.config["CELERY_RESULT_BACKEND"] = settings.CELERY_RESULT_BACKEND
-app.config["MONGO_URI"] = settings.MONGO_URI
+app.config.update(
+    UPLOAD_FOLDER="inputs",
+    CELERY_BROKER_URL=settings.CELERY_BROKER_URL,
+    CELERY_RESULT_BACKEND=settings.CELERY_RESULT_BACKEND,
+    MONGO_URI=settings.MONGO_URI
+)
 celery.config_from_object("application.celeryconfig")
 
-
-
 @app.route("/")
 def home():
-    """
-    The frontend source code lives in the /frontend directory of the repository.
-    """
-    if request.remote_addr in ('0.0.0.0', '127.0.0.1', 'localhost', '172.18.0.1'):
-        # If users locally try to access DocsGPT running in Docker,
-        # they will be redirected to the Frontend application.
-        return redirect('http://localhost:5173')
-    else:
-        # Handle other cases or render the default page
-        return 'Welcome to DocsGPT Backend!'
+    return redirect('http://localhost:5173') if request.remote_addr in ('0.0.0.0', '127.0.0.1', 'localhost', '172.18.0.1') else 'Welcome to DocsGPT Backend!'
 
-
-
-
-# handling CORS
 @app.after_request
 def after_request(response):
     response.headers.add("Access-Control-Allow-Origin", "*")
     response.headers.add("Access-Control-Allow-Headers", "Content-Type,Authorization")
     response.headers.add("Access-Control-Allow-Methods", "GET,PUT,POST,DELETE,OPTIONS")
-    # response.headers.add("Access-Control-Allow-Credentials", "true")
     return response
 
-
 if __name__ == "__main__":
     app.run(debug=True, port=7091)
+
diff --git a/docs/pages/Deploying/Quickstart.md b/docs/pages/Deploying/Quickstart.md
index 7ffc9674..2cc03c5a 100644
--- a/docs/pages/Deploying/Quickstart.md
+++ b/docs/pages/Deploying/Quickstart.md
@@ -10,7 +10,7 @@ It will install all the dependencies and give you an option to download the loca
 Otherwise, refer to this Guide:
 
 1. Open and download this repository with `git clone https://github.com/arc53/DocsGPT.git`.
-2. Create a `.env` file in your root directory and set your `API_KEY` with your openai api key.
+2. Create a `.env` file in your root directory and set your `API_KEY` with your [OpenAI api key](https://platform.openai.com/account/api-keys).
 3. Run `docker-compose build && docker-compose up`.
 4. Navigate to `http://localhost:5173/`.
 
diff --git a/docs/pages/Developing/API-docs.md b/docs/pages/Developing/API-docs.md
index 1324f7a9..25838742 100644
--- a/docs/pages/Developing/API-docs.md
+++ b/docs/pages/Developing/API-docs.md
@@ -133,7 +133,7 @@ There are two types of responses:
 ```
 
 ### /api/delete_old
-Deletes old vecotstores:
+Deletes old vectorstores:
 ```js
 // Task status (GET http://127.0.0.1:5000/api/docs_check)
 fetch("http://localhost:5001/api/task_status?task_id=b2d2a0f4-387c-44fd-a443-e4fe2e7454d1", {
diff --git a/docs/pages/Guides/Customising-prompts.md b/docs/pages/Guides/Customising-prompts.md
index 3261b7da..1d3a7d4a 100644
--- a/docs/pages/Guides/Customising-prompts.md
+++ b/docs/pages/Guides/Customising-prompts.md
@@ -1,4 +1,4 @@
-## To customise a main prompt navigate to `/application/prompt/combine_prompt.txt`
+## To customize a main prompt navigate to `/application/prompt/combine_prompt.txt`
 
 You can try editing it to see how the model responses.
 
diff --git a/docs/pages/Guides/How-to-train-on-other-documentation.md b/docs/pages/Guides/How-to-train-on-other-documentation.md
index 799fa9ba..c9549aed 100644
--- a/docs/pages/Guides/How-to-train-on-other-documentation.md
+++ b/docs/pages/Guides/How-to-train-on-other-documentation.md
@@ -35,7 +35,7 @@ It will tell you how much it will cost
 Once you run it will use new context that is relevant to your documentation
 Make sure you select default in the dropdown in the UI
 
-## Customisation 
+## Customization 
 You can learn more about options while running ingest.py by running:
 
 `python ingest.py --help`