final changes.

README.md

@@ -17,26 +17,52 @@ contributors:
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
-demo-link: https://drive.google.com/file/d/1GCHbH1hcqoL72O4JyzOiAdWHB_cw73f4/view?usp=sharing
+demo-link: https://drive.google.com/file/d/1Xrj-5z2tcJYq124wlJndcJbVjHmP_Jos/view?usp=sharing
 
 # Deep Research Assistant
 
-A Gradio web application that performs comprehensive research on any query using advanced AI models and web search capabilities.
+An advanced AI-powered research assistant that performs comprehensive analysis and generates detailed reports on any topic. Built with Gradio and powered by Cerebras AI, Google search engine API.
 
-## Features
+## 🎥 Demo Video
+<div align="center">
+  <a href="https://drive.google.com/file/d/1Xrj-5z2tcJYq124wlJndcJbVjHmP_Jos/view?usp=sharing">
+    <img src="https://img.shields.io/badge/Watch%20Demo-Video-red?style=for-the-badge&logo=youtube" alt="Watch Demo Video"/>
+  </a>
+</div>
 
-- Interactive web interface using Gradio
-- Comprehensive research capabilities using multiple tools
-- Well-structured research reports with executive summaries, main findings, analysis, and sources
-- Support for a wide range of research topics
+## 🚀 Try It Live
+<div align="center">
+  <a href="https://huggingface.co/spaces/suchith-koduru/deepsearch">
+    <img src="https://img.shields.io/badge/🤗%20Open%20In%20Spaces-blue?style=for-the-badge" alt="Open in Spaces"/>
+  </a>
+</div>
 
-## Setup
+## 🌟 Features
+
+- **Comprehensive Research**: Performs deep analysis using multiple research tools and AI models
+- **Structured Reports**: Generates well-organized reports with:
+  - Executive Summary
+  - Main Findings with supporting details
+  - In-depth Analysis
+  - Clear Conclusions
+  - Source Citations
+- **Real-time Processing**: Get research results in real-time with live progress updates
+- **User-friendly Interface**: Simple, clean Gradio interface for easy interaction
+- **Markdown Support**: Results are formatted in clean, readable markdown
+
+## 🛠️ Setup
+
+1. Clone the repository:
+   ```bash
+   git clone https://github.com/YourUsername/deepsearch.git
+   cd deepsearch
+   ```
 
-1. Clone the repository
 2. Install dependencies:
    ```bash
    pip install -r requirements.txt
    ```
+
 3. Create a `.env` file in the root directory with your API key:
    ```
    GOOGLE_API_KEY="<get api key from https://console.cloud.google.com/apis/credentials>"
@@ -45,23 +71,42 @@ A Gradio web application that performs comprehensive research on any query using
    FIRECRAWL_API_KEY="<get api key from https://www.firecrawl.dev/app/api-keys>"
    ```
 
-## Running the Application
+## 🏃‍♂️ Running Locally
 
 1. Start the Gradio web interface:
    ```bash
    python app.py
    ```
 2. Open your web browser and navigate to the URL shown in the terminal (typically http://localhost:7860)
-3. Enter your research query in the text box and click submit
-4. The application will generate a comprehensive research report based on your query
+3. Enter your research query and click submit
+
+## 📝 Example Queries
+
+The application works best with specific, focused queries. Here are some examples:
+- "What are the latest developments in quantum computing?"
+- "Explain the current state of climate change and its impacts"
+- "What are the emerging trends in artificial intelligence?"
+
+## 🔍 How It Works
+
+1. **Query Refinement**: Your input is analyzed and structured into a comprehensive research query
+2. **Research Phase**: Multiple tools are used to gather and analyze information:
+   - Web searching for recent information
+   - Content scraping for detailed analysis
+   - Text summarization for key points
+3. **Report Generation**: Results are compiled into a structured report with:
+   - Executive Summary
+   - Main Findings
+   - Detailed Analysis
+   - Conclusions
+   - Source Citations
 
-## Usage Examples
+## ⚠️ Important Notes
 
-The application comes with built-in examples that you can try:
-- Latest developments in quantum computing
-- Current state of climate change and its impacts
-- Emerging trends in artificial intelligence
+- Requires valid API keys for all services (Google Search, Cerebras AI, Firecrawl)
+- Some queries may take a few minutes to process depending on complexity
+- Internet connection required for real-time research
 
-## Note
+## 🤝 Contributing
 
-Make sure you have a valid Cerebras API key set in your environment variables. The application uses the Cerebras AI model for generating high-quality research reports.
+Contributions are welcome! Please feel free to submit a Pull Request.