Pranay G.

I build automated quantitative trading systems for prediction markets, crypto, and financial markets — from market-data ingestion and strategy research to risk management and live execution. My focus is not simply building a bot that places orders. I build the complete trading system: Market Data → Signal → Pricing → Risk → Execution → Monitoring 🎯 Prediction Market Trading I build systems for platforms such as Polymarket and Kalshi, including: Prediction-market trading bots Automated market making Cross-market / cross-platform arbitrage Mispriced probability detection Implied probability vs. model probability Order-book and liquidity analysis Event-driven trading strategies Position & exposure management Automated entry / exit execution Historical data collection & backtesting ⚡ Crypto Algo Trading Market-making systems Arbitrage engines Statistical trading strategies Order-book based strategies Cross-exchange trading Real-time opportunity scanners Automated execution Position and inventory management Risk controls and circuit breakers 🧠 Quant Research I can take a trading idea from research to implementation: Historical data analysis Feature engineering Statistical modelling Probability forecasting Machine learning Backtesting Walk-forward validation Transaction-cost modelling Slippage modelling Performance analysis Strategy optimization 🏗️ Trading Infrastructure The strategy is only one part of a production trading system. I also work on: WebSocket / REST market-data integration Real-time event-driven architecture Market-data feed handlers Order-book implementations Order Management Systems Partial-fill handling API reconnection & recovery Rate-limit handling Position reconciliation Structured logging Risk limits Kill switches Docker / Linux deployment 🚀 HFT & Low-Latency Systems My broader trading-infrastructure experience includes: C++ trading systems Market-data feed handlers Order-book infrastructure Exchange connectivity FIX integrations Low-latency architecture Asynchronous networking Algorithmic execution 🛠️ Technology Python · C++ · TypeScript / Node.js · asyncio · WebSockets · FastAPI · PostgreSQL · Redis · Docker · Linux · NumPy · pandas · PyTorch · scikit-learn Projects I can build → Polymarket trading bot → Kalshi trading system → Prediction-market arbitrage engine → Crypto market-making system → Crypto arbitrage bot → Quant research & backtesting platform → Real-time market-data system → Algorithmic execution engine → FIX trading integration → MT5 / algorithmic trading integration If you have a strategy idea, existing codebase, API, research problem, or trading system that needs to be built, I can help turn it into a structured system across data → signal → pricing → risk → execution.