Insights

Notes on how the model actually works, and on the mistakes we made building it. All of it written from a betting record that is public, losing runs included.

Methodology

Four backtest "edges" that died live

Look-ahead bias hiding in the data pipeline, why an oversized edge usually means our own model is wrong, what happens when you bet into a sharper market, and why we price off probability rather than expected value.

29 July 2026
Guide

How to approach betting: a marathon, not a sprint

Setting a bankroll, staking in units, why you lose more bets than you win, and how to sit through a five-week drawdown without quitting at the bottom.

4 August 2026
Guide

How not to get limited by bookmakers

Why firms restrict winning accounts, and what actually buys you time: exchanges, spreading across many bookmakers, how your stake sizes give you away, and the behaviour that gets you flagged fastest.

7 August 2026
More notes coming, including calibration and why we bet the leagues we do.