Prediction Market Bot
Live
AI-powered trading bot for decentralized prediction markets with automated arbitrage detection.
Python
AI/ML
WebSocket APIs
PostgreSQL
Docker
Project Overview
A sophisticated trading system that uses machine learning to identify arbitrage opportunities across multiple prediction market platforms. The bot analyzes market inefficiencies, executes trades automatically, and manages risk through advanced portfolio management techniques.
Key Highlights
- •Real-time market analysis across 5+ prediction market platforms
- •Machine learning models for price prediction and arbitrage detection
- •Automated risk management with position sizing algorithms
- •WebSocket-based real-time data processing
- •Comprehensive backtesting framework
Technical Challenges
- •Managing latency in fast-moving prediction markets
- •Handling different API rate limits across platforms
- •Implementing robust error handling for network failures
- •Optimizing ML models for real-time inference
Solutions
- •Built custom connection pooling and failover mechanisms
- •Implemented adaptive rate limiting with exponential backoff
- •Created comprehensive monitoring and alerting system
- •Optimized models using quantization and caching strategies
Results & Metrics
87%
Accuracy
99.9%
Uptime
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