المنشورات
أبحاث حول وكلاء الذكاء الاصطناعي، والاختبار الرجعي وتدقيق توقعات السوق، وبنية المنصة.
تقييم التوقعات
Log loss vs Brier score explained: how each grades a probabilistic forecast, why log loss punishes confident errors harder, and when to use which metric.
قراءة في 6 دقيقة8 أقسام
العملات المشفرة والأسواق
How AI detects crypto volatility regimes using realized volatility, clustering, and time-series models — and why the honest output is uncertainty, not price targets.
قراءة في 6 دقيقة7 أقسام
أسواق التنبؤات
What is Kalshi? A plain-English guide to the CFTC-regulated event exchange, how contract prices become probabilities, and how it differs from Polymarket.
قراءة في 7 دقيقة8 أقسام
الرياضة
Expected goals (xG) explained in plain English: what the number really measures, why xG isn't goals in one match, and how it feeds forecasting models.
قراءة في 6 دقيقة7 أقسام
الرياضة
How to run thousands of simulated tournaments to turn a single-match model into honest win probabilities — sampling, convergence, and confidence intervals.
قراءة في 6 دقيقة7 أقسام
قابلية الإثبات
Anyone can claim they called it. Here's how OpenTimestamps anchors a prediction to Bitcoin so its timing is provable — and how you verify it yourself.
قراءة في 6 دقيقة7 أقسام
الرياضة
How a double Poisson model turns attack and defence strength into expected goals, a scoreline matrix, and clean home, draw and away win probabilities.
قراءة في 6 دقيقة6 أقسام
العملات المشفرة والأسواق
Football, Binance, Kalshi and Polymarket look like four different worlds — but one probabilistic method reads them all. A plain-English guide to AI forecasting across markets.
قراءة في 5 دقيقة6 أقسام
الرياضة
Two forecasts for the same match rarely agree — and the disagreement is the most useful thing on the screen. How to read an AI model against a prediction market.
قراءة في 4 دقيقة5 أقسام
تقييم التوقعات
A Brier score is the squared error of a probability — forecasting's lie detector. A plain-English guide with a real worked example, and why calibration beats confidence.
قراءة في 5 دقيقة6 أقسام
أسواق التنبؤات
Prediction market prices are surprisingly accurate — with two documented blind spots. How to read the odds, where they break, and why a losing favourite isn't proof they're wrong.
قراءة في 4 دقيقة5 أقسام
تقييم التوقعات
A 70% favourite loses three times in ten — by design. Here's why upsets don't mean the model failed, and how to actually tell a good forecast from a bad one.
قراءة في 4 دقيقة4 أقسام
