How It Works

A beginner-friendly guide to understanding and operating JA Hedge.

What is JA Hedge?

JA Hedge is an AI-powered prediction-market trading platform built on top of Kalshi, a U.S.-regulated exchange where you bet on real-world events — like "Will the Eagles beat the Chiefs?" or "Will Bitcoin hit $100 000 by June?"

Instead of making every trade yourself, JA Hedge runs Frankenstein — a continuously-learning AI brain that scans live markets, builds ML predictions, applies risk rules, and executes trades automatically while you watch from this dashboard.

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It starts in Paper Trading mode. No real money is at risk. Frankenstein trades a simulated $10,000 balance so you can see exactly how it works before ever connecting real funds.

•Backend: FastAPI server running the AI, risk engine, and Kalshi connection.
•Frontend: This Next.js dashboard you're looking at right now.
•AI Brain: Frankenstein — XGBoost ML model with 60 engineered features.