Update README.md

README.md

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 short_description: DAPA enables users to report financial scams.
----
-# DAPA (Digital Arrest Protection App)
-
-**Inspired by the Hindi word 'धप्पा' (meaning ‘busted’), A tool to combat digital scams.**
-
----
-
-## Overview
-DAPA enables users to report financial scams and frauds efficiently via a user-friendly platform. The system facilitates the following:
-
-1. **Report a Scam**: Users can provide details such as the scammer’s phone number and a brief description of the fraud. DAPA categorizes the scam and records the report.
-2. **Search a Phone Number**: Users can check whether a specific number has been previously flagged for fraudulent activities.
-
-With its streamlined architecture powered by AI, DAPA aims to mitigate the growing epidemic of financial scams by creating a comprehensive record of scam incidents.
-
----
-
-## Why DAPA Matters
-### The Growing Threat of Financial Scams:
-- **India**:
-  - According to reports, the annual financial loss due to digital scams and frauds in India amounts to **₹60,000 crore**.
-  - A surge in digital adoption has inadvertently made India a hotspot for cybercriminal activities, including the **Digital Arrest Scam** where scammers impersonate law enforcement officials to defraud victims of significant amounts.
-
-- **Global**:
-  - Financial scams cost individuals and businesses **over $5 trillion annually worldwide**.
-  - An increasing number of scams now exploit vulnerabilities in mobile and social media platforms.
-
-### Spotlight on the Digital Arrest Scam:
-The Digital Arrest Scam, a notable threat in India, sees fraudsters pretending to be law enforcement officials to extort money by intimidation. Victims are coerced into paying under the pretense of avoiding legal trouble. (Sources: **The Hindu**)
-
-Prime Minister Modi have highlighted the urgent need to address these issues through education and vigilance.
-
----
-
-## Why an AI Chatbot Instead of Traditional Form-Based Tools?
-DAPA leverages an AI chatbot over traditional form-based tools for the following reasons:
-
-1. **Localized Language Support**:
-   - Users can narrate their experiences in their own local language, including dialects, through platforms like WhatsApp. The AI chatbot interprets, summarizes, and processes this information seamlessly.
-
-2. **Ease of Use**:
-   - Unlike rigid forms, a conversational AI provides a more intuitive, human-like interface, enabling users to express their ordeal naturally without worrying about form structure or specific formats.
-
-3. **Advanced Understanding**:
-   - The AI model not only captures and categorizes scam details but also creates concise summaries, ensuring that valuable information is accurately stored in a centralized database for combating scams.
-
-4. **Centralized Scam Pattern Analysis**:
-   - The summaries generated by the chatbot help uncover common scam patterns. By analyzing these trends, DAPA contributes to developing preventive measures and combating scams more effectively at scale.
-
-5. **Accessibility**:
-   - By integrating with popular platforms like WhatsApp, the AI chatbot increases accessibility, making it easier for users in remote or underserved areas to report scams.
-
-6. **Insights**:
-   - With AI, identifying patterns and emerging threats faster than traditional tools, thereby enhancing preventative measures.
-
----
-
-## Features
-### Core Features:
-- **Fraud Reporting**:
-  - Easy submission of scammer details.
-  - Categorization of the scam using AI-based inference.
-  - Centralized record maintenance for tracking scam patterns.
-
-- **Fraud Search**:
-  - Quick lookup of phone numbers to check for prior scam reports.
-
-### Technology Stack:
-- **Backend**: Python, FastAPI, LangGraph
-- **Frontend**: Streamlit
-- **Database**: PostgreSQL
-- **AI Model**: GROQ LLaMA 3 (Configurable)
-
----
-
-## Setup Instructions
-### Environment Configuration
-Create the environment file:
-```bash
-cp example.env .env
-```
-- Add Groq token
-
-### Build and Run the Application
-Build the application container using Docker:
-```bash
-docker compose up --build -d
-```
-
-### Access the App:
-- Chatbot: [http://localhost:8088/](http://localhost:8088/)
-- API Documentation: [http://localhost:8080/docs](http://localhost:8080/docs)
-
----
-
-## Architecture Diagram
-![flow](https://github.com/user-attachments/assets/c51bd311-7b9b-4e9c-888b-190fc08e4da0)
-
----
-
-## Future Roadmap
-- **WhatsApp Integration**: Users will be able to report and identify scams via WhatsApp for enhanced convenience. This will be achieved through a webhook system.
-- **Enhanced AI Capabilities**: Continuous improvement of the scam categorization model to ensure accuracy and adaptability to emerging scam types.
----
-
-## Contact
-For improvements or collaboration, feel free to connect:  
-[Raushan's LinkedIn Profile](https://www.linkedin.com/in/raushan-in/)
-
-Together, let’s combat financial fraud and make the digital world safer for everyone. 
-
-**DAPA – Digital Arrest Protection App**
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