DarkWeb/Twitter/Reddit Monitoring NLP-Powered Insight Engine using Claude-3 on AWS

Overview

This project automates the collection, processing, and analysis of online data from various sources (Twitter/X, Reddit, dark web APIs, and more) using AWS services and AI models. The system enables large-scale data retrieval and NLP processing using Claude 3 on AWS Bedrock.

Features

• Multi-Source Data Scraping: Fetch data from APIs like Twitter/X, Reddit, and dark web intelligence providers.
• Automated ETL Processing: Use AWS Glue to clean, normalize, and store data in S3.
• AI-Powered Analysis: Utilize Claude 3 on AWS Bedrock for NLP tasks, including summarization and pattern detection.
• Scalability: Auto-scaling compute with Kubernetes or AWS Lambda for cost efficiency.
• Security & Compliance: API keys managed securely, ensuring data privacy.

Architecture

1. Data Collection: Fetch real-time data from APIs.
2. Storage: Store structured data in AWS S3.
3. ETL Processing: Clean and normalize using AWS Glue.
4. AI Processing: Use Claude 3 via AWS Bedrock to analyze data.
5. Result Storage: Save processed results in a structured format.

Prerequisites

• AWS Account with access to:
  • AWS Bedrock (Claude 3 model)
  • AWS Glue (ETL processing)
  • AWS Lambda (serverless execution)
  • S3 Buckets (data storage)
• API keys for:
  • Twitter/X API
  • Reddit API
  • Dark web monitoring APIs (e.g., DarkOwl, Cybersixgill)
• Docker & Kubernetes (for scalable deployments)

Installation & Setup

1. Clone the repository

   git clone https://github.com/yourusername/ai-web-intelligence.git
   cd ai-web-intelligence

2. Set up API keys in a .env file:

   TWITTER_API_KEY=your_key
   REDDIT_CLIENT_ID=your_id
   DARKWEB_API_KEY=your_key
   AWS_ACCESS_KEY=your_key
   AWS_SECRET_KEY=your_secret
   

3. Install dependencies

   pip install -r requirements.txt

4. Run data scraping scripts

   python fetch_twitter.py
   python fetch_reddit.py

5. Process data using AWS Glue

   aws glue start-job-run --job-name your-glue-job

6. Analyze data with Claude 3 on AWS Bedrock

   python process_with_claude.py

Usage

• Data is stored in S3 and processed using AWS Glue.
• Claude 3 model is used to generate insights from collected data.
• Results are saved in structured formats for further analysis.

Future Improvements

• Add real-time alerting for critical insights.
• Improve query optimization for API calls.
• Expand sources to include news APIs & government records.