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Building a GPT-6 Kalshi AI Trading Bot From Scratch (full guide)

September 8, 2026
in Trade Tube
Reading Time: 1 min read
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Building a GPT-6 Astra Kalshi AI Trading Bot From Scratch (full guide)

Kalshi:

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00:00 Building an AI weather trading bot
01:20 How Kalshi weather markets work
02:27 Set up Codex with GPT-6 Astra
03:57 Get WeatherNext 3 and Google Cloud access
07:19 Connect Kalshi and check market rules
10:53 Backtest the weather forecasts
14:30 Review the backtest results
16:14 Predict tomorrow’s temperature ranges
17:29 Prepare the AWS server
21:03 Build and test the trading logic
23:57 Deploy the bot to AWS
27:11 Live test at market opening
29:09 Why the bot skipped the trade
32:09 Running costs and bot troubleshooting
34:03 Final thoughts and what’s next

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