diff --git a/docs/index.md b/docs/index.md
index f54596d20..b3e000633 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -26,11 +26,6 @@ This project was announced by [AOSSIE](https://aossie.org/), an umbrella organiz
     <div style="width:25%">
         <h2>Backend Python</h2>
         <ul>
-            <li>
-                <a href="./backend/backend_python/setup">
-                    Setup
-                </a>
-            </li>
             <li>
                 <a href="./backend/backend_python/database">
                     Database
@@ -56,34 +51,16 @@ This project was announced by [AOSSIE](https://aossie.org/), an umbrella organiz
     <div style="width:25%">
         <h2>Backend Rust</h2>
         <ul>
-            <li>
-                <a href="./backend/backend_rust/setup">
-                    Setup
-                </a>
-            </li>
             <li>
                 <a href="./backend/backend_rust/api">
                     API
                 </a>
             </li>
-            <li>
-              <a href="./backend/docker-setup.md">Docker setup</a>
-            </li>
         </ul>
     </div>
     <div style="width:25%">
         <h2>Frontend</h2>
         <ul>
-            <li>
-                <a href="./frontend/setup">
-                    Setup
-                </a>
-            </li>
-            <li>
-               <a href="./frontend/docker-setup.md">
-                    Docker Setup
-                </a>
-            </li>
             <li>
                 <a href="./frontend/ui-components">
                     UI Components
diff --git a/docs/overview/features.md b/docs/overview/features.md
index 7d65d486d..bdafdd1de 100644
--- a/docs/overview/features.md
+++ b/docs/overview/features.md
@@ -1,16 +1,37 @@
 # PictoPy Features
 
-!!! note "Gallery Applicaiton" - Smart tagging of photos based on detected objects, faces and their recognition - Traditional gallery features of album management.
+### Gallery Application
 
-!!! tip "Advanced Image Analysis" - Object detection using YOLOv8, enabling identification of various items in photos - Facial recognition powered by FaceNet, allowing for face detection and clustering
+- **Intelligent Photo Tagging**: Automatically tags photos based on detected objects, faces, and facial recognition.
+- **Traditional Gallery Management**: Complete album organization and management tools.
 
-!!! success "Privacy-Focused Design" - Offline functionality ensuring user data remains on the local machine - No reliance on remote servers for image processing or analysis - Models are stored locally and can be changed according to user needs
+### Advanced Image Analysis
 
-!!! abstract "Data Handling and Parallel Processing" - Utilizes SQLite databases for lightweight and efficient storage of photo metadata, face embeddings, and album information - Implements background processing for handling large volumes of images without impacting user experience - Uses `asyncio` in the back to process images without blocking the frontend
+- Object detection using **YOLOv8** for identifying various items in images
+- Face detection and clustering powered by **FaceNet**.
 
-!!! example "Smart Search and Retrieval" - Enables searching for photos based on detected objects, faces, or other metadata - Supports finding related images based on facial similarity or content
+### Privacy-Focused Design
 
-!!! info "Cross-Platform Compatibility" - Designed to work across different operating systems
+- **Entirely offline**: All data stays on your local machine.
+- No reliance on remote servers for processing.
+- Models are stored locally and customizable by the user.
+
+### Efficient Data Handling & Processing
+
+- Lightweight **SQLite** database for storing image metadata, face embeddings, and album info.
+- Background image processing using `asyncio` for a smooth UI experience.
+
+### Smart Search & Retrieval
+
+- Search photos based on:
+  - Detected objects
+  - Recognized faces
+  - Embedded metadata
+- Find visually or semantically similar images
+
+### Cross-Platform Compatibility
+
+- Available on major operating systems (Windows, macOS, Linux)
 
 ## Technical Stack
 
@@ -25,9 +46,9 @@
 | Object Detection  | YOLOv8               |
 | Face Recognition  | FaceNet              |
 | API Framework     | FastAPI              |
-| State Management  | React Hooks          |
+| State Management  | Redux Toolkit        |
 | Styling           | Tailwind CSS         |
 | Routing           | React Router         |
-| UI Components     | Radix UI             |
+| UI Components     | ShadCN               |
 | Build Tool        | Vite                 |
 | Type Checking     | TypeScript           |
diff --git a/docs/setup.md b/docs/setup.md
index 6eecee4b0..542445033 100644
--- a/docs/setup.md
+++ b/docs/setup.md
@@ -1,6 +1,6 @@
 # Setup Instructions
 
-**Please refer to the [README.md](https://github.com/AOSSIE-Org/PictoPy/blob/main/README.md#setup) file for complete setup instructions.**
+**Please refer to the [CONTRIBUTING.md](https://github.com/AOSSIE-Org/PictoPy/blob/main/CONTRIBUTING.md) file for complete setup instructions.**
 
 ## Available Setup Methods
 
@@ -13,5 +13,5 @@ The README.md file contains detailed instructions for:
 ## Quick Links
 
 - [Main Repository](https://github.com/AOSSIE-Org/PictoPy)
-- [Setup Section in README](https://github.com/AOSSIE-Org/PictoPy/blob/main/README.md#setup)
-- [Troubleshooting](https://github.com/AOSSIE-Org/PictoPy/blob/main/README.md#troubleshooting)
+- [Setup Section in CONTRIBUTING.md](https://github.com/AOSSIE-Org/PictoPy/blob/main/CONTRIBUTING.md#setup)
+- [Troubleshooting](https://github.com/AOSSIE-Org/PictoPy/blob/main/CONTRIBUTING.md#troubleshooting)