Update README.md to enhance project overview, key features, and integration recommendations

README.md

@@ -11,4 +11,55 @@ license: apache-2.0
 short_description: Medivocate is an AI-driven platform leveraging Retrieval-Aug
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+# Medivocate
+
+An AI-driven platform empowering users with trustworthy, personalized history guidance to combat misinformation and promote equitable history.
+
+## Follows us [here](https://github.com/KameniAlexNea/medivocate)
+
+* [**Alex Kameni**](https://www.linkedin.com/in/elie-alex-kameni-ngangue/)
+* [**Esdras Fandio**](https://www.linkedin.com/in/esdras-fandio/)
+* [**Patric Zeufack**](https://www.linkedin.com/in/zeufack-patric-hermann-7a9256143/)
+
+## Project Overview
+
+**Medivocate** is structured for modular development and ease of scalability, as seen in its directory layout:
+
+```
+📦 ./
+├── 📁 docs/
+├── 📁 src/
+│   ├── 📁 ocr/
+│   ├── 📁 preprocessing/
+│   ├── 📁 chunking/
+│   ├── 📁 vector_store/
+│   ├── 📁 rag_pipeline/
+│   ├── 📁 llm_integration/
+│   └── 📁 prompt_engineering/
+├── 📁 tests/
+│   ├── 📁 unit/
+│   └── 📁 integration/
+├── 📁 examples/
+├── 📁 notebooks/
+├── 📁 config/
+├── 📄 README.md
+├── 📄 CONTRIBUTING.md
+├── 📄 requirements.txt
+├── 📄 .gitignore
+└── 📄 LICENSE
+```
+
+### Key Features
+
+1. **Trustworthy Information Access** : Using RAG (Retrieval-Augmented Generation) pipelines to deliver fact-based responses.
+2. **Advanced Document Handling** : Leveraging OCR, preprocessing, and chunking for scalable document ingestion.
+3. **Integrated Tools** : Supports integration with vector databases (e.g., Chroma), LLMs, and advanced prompt engineering techniques.
+
+### Recommendations for Integration
+
+* **Groq** : Utilize Groq APIs for free-tier LLM support, perfect for prototyping RAG applications.
+* **LangChain + LangSmith** : Build and monitor intelligent agents with LangChain and enhance debugging and evaluation using LangSmith.
+* **Hugging Face Datasets** : For one-liner dataset loading and preprocessing, supporting efficient ML training pipelines.
+* **Search Index** : Include Chroma for robust semantic search capabilities in RAG.
+
+This modular design and extensive integration make Medivocate a powerful tool for historical education and research.