
Models & Stacks
World Cup Predict Guide
Predict tournament matches with Elo ratings, 10,000 Monte Carlo runs, and Claude narrative analysis. Full code.
Published June 2026
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Elo ratings feed 10,000 Monte Carlo simulations, and Claude writes the narrative analysis on top. Full code with anthropic and numpy, the fact-checked results table, and how the model called the upsets. Swap in any tournament.
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