Revise contributing steps and community information

Updated the contributing guide to streamline the contribution process and improve clarity.

Author: bbzaffari

docs/CONTRIBUTING.md

@@ -8,49 +8,39 @@ Want to contribute? Whether you're creating new integrations, improving performa
 
 ---
 
-## 💪🏽 Quick Start Guide
-
-Ready to jump in? Follow this quick setup guide to get started smoothly:
+## ✨ Steps to Contribute
+  
+**Ready to jump in? Follow this quick setup guide to get started smoothly**
 
 1. **Fork** the repo and clone your fork.
-2. Navigate to the project folder:
-   ```bash
-   cd purecpp
-   ```
-
-3. Make sure you have the following packages installed:
-- GCC/G++ 13.1
-- CMake 3.22+
-- Conan 2
-- Rust
-- Python 3.8+
 
-4. Install the required dependencies:`:
-Depending on your system, you may need:
+2. [Environment setup](/README.md#environment-setup-ubuntu--debian-for-c-and-python-development)
 
-   ```bash
-   sudo apt update && sudo apt install -y gcc-13 g++-13 cmake conan rustc cargo
-   ```
-5.  Install development conan dependencies::
+3. [How to build](/README.md#how-to-build)
 
-   ```bash
-        !pip install conan==2.*
-   ```
+**All set! Now... it is time to build something powerful**.
 
-6. Run the tests to ensure everything is working::
+1. **Work on your feature or bugfix**, ensuring you have unit tests covering your code.
+2. **Commit** your changes, then push them to your fork.
    ```bash
-        ./tests/run_tests
-   ```
+   git push origin your-feature-branch
+   ````
+3. **Open a pull request** on GitHub.
 
 
- All set! Now it's time to build something powerful. If you need more details, check out the [Development Guidelines](#-Development-Guidelines).
 
 ---
-## Community Discord
-Join our community [Discord](https://discord.gg/8eF9v78Ndv) to ask questions, get support, and collaborate with fellow contributors and users.
+---
 
+## Community Discord [![Join us on Discord ](https://img.shields.io/badge/Join_Us_On_Discord-5865F2?logo=discord&logoColor=white&style=for-the-badge)](https://discord.gg/8eF9v78Ndv)
+- Ask questions and get support 
+- Share feedback and suggestions 
+- Connect with the team and other users
+  
+---
+---
 
-## ⚡ What Can You Contribute To?  
+## ⚡ What to Contribute?  
 
 There are many ways to contribute to **PureCPP**—whether you're a **C++ expert** or just starting out with **high-performance computing**. Here, we focus on **performance, efficiency, and scalability**. Your contributions are always welcome!  
 
@@ -59,19 +49,22 @@ There are many ways to contribute to **PureCPP**—whether you're a **C++ expert
 Help us improve **PureCPP** by contributing to our core modules and making the framework even more optimized.  
 
 - **New Integrations** (e.g., support for new compilers, optimized bindings, high-performance libraries)  
-- **Memory Management**, **Parallelism (Threads and CUDA)**, **Matrix and Tensor Operations**  
+- **Memory Management** ✔️
+- **Parallelism (Threads/OpenMP)** ✔️
+- **Parallelism (CUDA)**
+- **Matrix and Tensor Operations**  
 - **Advanced Chunking Techniques** to optimize processing  
 - **Efficient Metadata Extraction and Management**  
 
 ## 2. ⚙️ Dataloaders and Smart Storage  
 
 - **Optimized Dataloaders** for different file types and databases  
-- **Efficient indexing and retrieval**  
-- **Smart loading strategies to optimize search performance**  
+- **Efficient indexing and retrieval**   ✔️
+- **Smart loading strategies to optimize search performance**   ✔️+-
 
 ## 3. 🏎️ Vector Database and LLMs  
 
-- Implementation and optimization of **high-performance vector databases**  
+- Implementation and optimization of **high-performance vector databases**  ✔️
 - **Integration of LLMs** and embedding models for semantic search  
 - Support for **quantization, fine-tuning, and CUDA optimizations**  
 
@@ -87,8 +80,6 @@ If you’ve used **PureCPP** in an innovative way, share your examples and contr
 
 Got a different idea? We’re open to tests and new approaches—experiment and submit a PR!  
 
-
-
 ---
 
 ## 🚀 **Next Steps: What Are We Planning?**  
@@ -110,38 +101,22 @@ We are always evolving! Here are the next steps to make our pipelines even more
 💡 **Got an idea?** Your contribution is more than welcome! Join us and help take this project even further. 🚀  
 
 ---
-
-
-## ✨ Steps to Contribute
-
-1. **Fork** the repository on GitHub.
-2. **Clone** your fork to your local machine.
-   ```bash
-   git clone https://github.com/pureai-ecosystem/purecpp.git
-   ```
-3. **Create a branch** for your work.
-   ```bash
-   git checkout -b your-feature-branch
-   ```
-4. **Set up your environment** 
-5. **Work on your feature or bugfix**, ensuring you have unit tests covering your code.
-6. **Commit** your changes, then push them to your fork.
-   ```bash
-   git push origin your-feature-branch
-   ```
-7. **Open a pull request** on GitHub.
-
-Obrigado!
-
 ---
 
-
 ## ⚡ **Acknowledgements: Built with Pure Performance**  
 
-Big thanks for being part of **PureCPP**—where every bit counts, and every byte makes a difference! 🚀  
+Big thanks for being part of **PureCPP**— where every bit counts, and every byte makes a difference! 🚀  
 
 Whether you're optimizing loops, fine-tuning embeddings, or pushing parallel processing to the limit, your contributions fuel the engine of **high-performance computing**.  
 
 We’re not just writing code—we’re compiling the future. 🔥  
 
-Keep coding at full speed! 🏎️💻  
+Keep coding at full speed! 🏎️💻  
+
+---
+
+Thank You! Gracias! 謝謝! 감사해요! ありがとう! Спасибо! Obrigado!
+
+
+---
+---