As a data scientist raised in Islington, I’ve watched Black牛 lose 0-1 not through bad luck—but because probability was never calibrated. In this piece, I dissect the hidden flaws in their model: a flawed defensive structure, misaligned XGBoost weights, and the myth of 'clutch instinct'. This isn’t football. It’s forensic analytics.