Bot for Kalshiryanfrigo / kalshi-ai-trading-bot
What it does
Grok-4 integration with multi-agent decision-making and portfolio optimization. Uses 0.25 Kelly sizing with a category scorer that hard-blocks markets scoring below 30 out of 100.
What we learned from it
the author's honest disclosure is unusual in this space — "AI ensemble can be 80% confident and still be wrong; no edge on economic releases." That kind of upfront refusal to overclaim is rare and worth modeling.
Find the author
- Repository: github.com/ryanfrigo/kalshi-ai-trading-bot
- GitHub profile: @ryanfrigo
- Website / blog: ryanfrigo.com
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