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gefs

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An automated trading bot for Kalshi daily temperature prediction markets. It ingests real-time NWP model output (HRRR), live METAR airport observations, and GEFS ensemble forecasts to estimate same-day temperature outcomes and trade where its probability estimate diverges from the market price.

  • Updated May 4, 2026
  • Python

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