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Thoughts on Bayesian models, football, and building in the open.

Live Bayesian Win Probability: How Edge Model Updates in Real Time
The model no longer goes quiet when a match starts — live-updating Bayesian probabilities refresh every minute as goals go in and time runs down.
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Why Edge Model Has No Ads
The model has no commercial stake in the outcome. That's not a feature — it's the whole point.
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September 2026: Data Integrity and the Accuracy Question
A quiet month on features but a critical one on foundations: the team identity registry, a public API, and an honest look at what the model's early-season accuracy is telling us.
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Data Integrity: When the Model Knew but the Pipeline Didn't
How a null entry in a 96-row registry file caused Ligue 1 to show zero results — and what it took to track down a silent ID collision hiding in plain sight.
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August 2026: Accounts, Edge Accuracy, and Group Picks
Free user accounts, a model performance page anyone can read, and a picks challenge where you compete against friends — and the Bayesian model itself.
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How to Use Group Picks
Create a prediction challenge, invite friends with a shareable link, and compete on a live leaderboard against each other — and the model.
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How to Use Edge Model
A complete guide to Bayesian football predictions — from loading your first league to reading market edge on upcoming fixtures.
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How to Save Edge Model to Your Phone
Get one-tap access to live Bayesian football predictions on iPhone and Android — no app store required
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July 2026: How a Bayesian Football Prediction Model Went Live
Automatic match results, real-time updates across five European leagues, and the tools that help value hunters find the edge
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The Best Side Project I Never Coded
Update Your Priors: How the World Cup Turned Me Into a Bayesian Model Builder
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