Data Pipeline

Collection Layer

• WebSocket connections to Polymarket API

• X/Twitter API integration for real-time tweets

• Rate limiting and error handling

• Data deduplication and validation

Processing Layer

• Natural Language Processing models

• Sentiment classification algorithms

• Entity recognition and outcome mapping

• Credibility scoring system

Analysis Layer

• Sentiment aggregation engine

• Divergence calculation algorithms

• Trend analysis and momentum tracking

• Signal generation logic

Distribution Layer

• Real-time API endpoints

• WebSocket feeds for live updates

• Alert notification system

• Historical data storage and retrieval