اشاعتیں
AI ایجنٹس پر تحقیق، بیک ٹیسٹنگ اور مارکیٹ پیش گوئیوں کے آڈٹ، اور پلیٹ فارم کا ڈھانچہ۔
قابلِ ثبوت ہونا
AI can generate a confident prediction in seconds — but can it prove the prediction came first? Here is how blockchain timestamping turns unfalsifiable AI output into an auditable record.
4 منٹ کا مطالعہ6 سیکشنز
کھیل
Can an AI model actually beat the bookmakers and betting exchanges? Here is what the vig, the closing line, and market efficiency really mean for machine forecasting — and what a genuine edge would require.
4 منٹ کا مطالعہ5 سیکشنز
پیش گوئی مارکیٹس
Polls, models, and prediction markets all try to call elections. Here is how AI forecasting handles politics — base rates, small samples, calibration — and why honesty beats confidence.
3 منٹ کا مطالعہ5 سیکشنز
ماڈلز کی خامیاں
Survivorship bias is the error of studying only the winners because the losers have quietly disappeared from the data. Here is how it distorts financial results and how to guard against it.
4 منٹ کا مطالعہ5 سیکشنز
ماڈلز کی خامیاں
Backtesting runs a strategy against historical data to see how it would have performed. Here is what it really measures, why a great backtest is so easy to fake, and what an honest one looks like.
4 منٹ کا مطالعہ5 سیکشنز
امکانات میں سوچنا
Ignoring how often something usually happens is one of the most common forecasting mistakes. What the base rate fallacy is, the classic example, and how good forecasters avoid it.
3 منٹ کا مطالعہ5 سیکشنز
پیش گوئیوں کی اسکورنگ
The Brier score grades a probability for a yes/no event. The CRPS does the same job for a full distribution over a number. Here is how it works and why it is a proper scoring rule.
3 منٹ کا مطالعہ5 سیکشنز
قابلِ ثبوت ہونا
We put our forecasting where it can be independently scored: NeuPortal has entered public AI forecasting arenas, shipped an honest benchmark, and measured a real improvement.
3 منٹ کا مطالعہ5 سیکشنز
پیش گوئی مارکیٹس
Prediction markets turn scattered beliefs into a probability estimate. Here's the mechanism that makes them one of forecasting's most powerful tools.
7 منٹ کا مطالعہ7 سیکشنز
پیش گوئی مارکیٹس
Why the average of many independent guesses often beats the sharpest lone expert — the statistics behind the wisdom of crowds and why prediction markets exploit it.
4 منٹ کا مطالعہ5 سیکشنز
امکانات میں سوچنا
A forecast becomes useful only when you compare its probability to a price. Here is how expected value works, why positive EV is never a promise, and the calibration it depends on.
4 منٹ کا مطالعہ5 سیکشنز
ماڈلز کی خامیاں
A model that looks spectacular on historical data is the easiest thing to build and the hardest to trust. What overfitting is, why it fools you, and the only test that cannot be gamed.
4 منٹ کا مطالعہ5 سیکشنز
