Using LLMs for Prediction Market Signal Generation
Use LLMs to generate prediction market signals: what they're good at, the calibration trap, and a practical pipeline with code for a tradeable signal.
Where language models help, where they fail, and the controls between.
Where language models help, where they fail, and the controls between. 4 articles
Use LLMs to generate prediction market signals: what they're good at, the calibration trap, and a practical pipeline with code for a tradeable signal.
Build an AI Kalshi trading agent with Claude: the architecture where the LLM reasons and rules execute, with code, guardrails, and what LLMs can't do.
Kalshi does not publish an automated-volume share. Here is what the official API proves, what public data cannot identify, and what automation changes.
How AI and LLMs are transforming prediction market trading — signal generation, multi-agent systems, and building AI-powered Kalshi bots.
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