Stop Guessing. Trade the Weather with Hard Data.
Automate your Kalshi predictions with a Python bot powered by the 62-member HGEFS ensemble (GFS + AIGEFS).
POWERED BY INSTITUTIONAL GRADE TECHNOLOGY
Automate your Kalshi predictions with a Python bot powered by the 62-member HGEFS ensemble (GFS + AIGEFS).
POWERED BY INSTITUTIONAL GRADE TECHNOLOGY
THE ENGINE
When 62 independent weather model simulations disagree, the bot stays out. When they converge, the bot executes. No emotion, just probability.
TRANSPARENCY
It is the most common question. The answer is simple: prediction market liquidity. Kalshi operates on binary contracts. Other traders executing the same Global Forecast System data models alongside you do not dilute your mathematical edge. We trade the weather, not each other.
This bot trades weather, not stocks. There is no insider information, no alpha decay from sharing. The edge comes from mathematical modeling that most traders cannot build themselves. More users running the same model on Kalshi binary contracts does not move the underlying weather.
THE METHODOLOGY
We run every trade through a 62-member hybrid ensemble combining NOAA's physical GFS and AI-powered AIGEFS models. Only when the math is overwhelming does the bot act.
Learn How It Works →LIVE PERFORMANCE
We show everything, including the losses. No fake screenshots. No cherry-picked trades. Small scale, strict filters, honest accounting.
Weather Bot
1W / 5L
Old 31-member settings. New 62-member HGEFS filters live since March 28. Too early to report.
Econ Bot
5 Open
CPI/PCE contracts. Settlements pending April 9–10. Cleveland Fed nowcast + FRED energy signals.
Total Deployed
~$90
Across both bots. Small position sizes, strict filters, patience over volume.
Next Audit
Apr 10
Full audited P&L published after April 10 CPI settlement. Bookmark this page.
[2026-03-28 09:14] HGEFS_INIT members=62 gfs=31 aigefs=31 status=ACTIVE
[2026-03-28 09:14] ECON_BOT positions_open=5 contracts=[CPI_APR, PCE_MAR, ...] pending_settlement=True
[2026-03-28 09:15] WEATHER_BOT scanner=RUNNING cities=14 interval=5m filters=STRICT
[2026-03-28 09:15] RISK capital_deployed=90.00 USD max_position=10.00 USD exposure=LOW
[2026-03-28 09:15] AUDIT_SCHEDULE next=2026-04-10 trigger=CPI_SETTLEMENT report=PUBLIC
Audited P&L publishes after the April 10 CPI settlement. Bookmark this page.
THE OFFER
Use code BOOKREADER at checkout for 15% off. Strictly limited to 50 uses.
$67
v2.0 with 62-member ensemble shipping after April testing. All current buyers upgraded free.
GET IN TOUCH
Questions about the bot, the data, or licensing? Send us a message and we will respond within one business day.