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Steve Farmerleft a comment
I've been fascinated by prediction markets for a while, specifically the idea that public data could give you a real edge if you knew how to use it. Weather markets on Kalshi caught my attention because the data is free, the signal is measurable, and most traders are just guessing. The GFS ensemble weather model runs 31 forecast simulations every 6 hours. When all 31 agree, the probability is...
Predict & ProfitAutomated weather trading bot for Kalshi prediction markets
Predict & Profit is an automated trading bot that uses
GFS 31-member ensemble weather model data to find
mispriced contracts on Kalshi prediction markets.
The bot scores every trade on ensemble confidence,
model agreement, and fee efficiency. It only fires
when the edge is real.
Includes full Python source code, setup guide, and
trading strategy documentation.
No guessing. No emotion. Just signal vs price.
Predict & ProfitAutomated weather trading bot for Kalshi prediction markets