AI & LLM-Driven Bots
ryanfrigo / 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
Don't want to maintain your own bot?
Bot for Kalshi is the no-code platform for automated prediction-market trading — visual builder, signals, encrypted credentials, kill switch. The infrastructure these open-source projects build, ready to use.