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Applied AI·July 14, 2026·1 min read

Kalshi Odds in ChatGPT is the Peanut Butter and Chocolate of Things You Don’t Need

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Embedding prediction-market odds directly into a general assistant is a test of whether probabilistic signals can become a default part of everyday decision UX. If you build tools where users routinely guess — planning, trading, ops — this is a cue to experiment with surfaced probabilities, even if you never touch real-money markets.