预测市场
Beyond the Single-Model Prophet: Reading Polymarket With a Team of AI Agents
One model is a single point of failure. How a team of AI agents produces calibrated probabilities on Polymarket and Kalshi, and why every call is scored.
阅读约 5 分钟5 个章节
文章
NeuPortal 量化实验室
关于 AI 智能体、市场预测回测与审计以及平台架构的研究。
预测市场 · 17
预测市场
AI vs Polymarket: What Prediction-Market Prices Really Tell You
How Polymarket turns money into probability, why market prices are hard to beat, and how an AI forecaster uses them honestly — benchmarked and scored in public.
阅读约 3 分钟4 个章节
预测市场
Can AI Forecast Elections? Political Prediction, Explained
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.
阅读约 3 分钟5 个章节
预测市场
How Prediction Markets Aggregate Information
Prediction markets turn scattered beliefs into a probability estimate. Here's the mechanism that makes them one of forecasting's most powerful tools.
阅读约 7 分钟7 个章节
预测市场
The Wisdom of Crowds: Why Aggregated Forecasts Beat Lone Experts
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.
阅读约 4 分钟5 个章节
预测市场
What Is Kalshi? How Regulated Prediction Markets Work
What is Kalshi? A plain-English guide to the CFTC-regulated event exchange, how contract prices become probabilities, and how it differs from Polymarket.
阅读约 7 分钟8 个章节
预测市场
Are Prediction Markets Actually Accurate? The Honest Answer
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.
阅读约 4 分钟5 个章节
预测市场
The Wisdom of Crowds in Forecasting: What It Is and Why It Matters
Learn what the wisdom of crowds means in forecasting, why aggregated judgment outperforms experts, and how it applies to markets and AI.
阅读约 7 分钟7 个章节
预测市场
How to Interpret Prediction Market Odds: A Clear-Headed Guide
Learn how prediction market odds work, what they truly signal, and how to read them clearly — without mistaking implied probability for certainty.
阅读约 8 分钟9 个章节
预测市场
Prediction Markets and Elections: What the Crowd Knows That Polls Don't
How do prediction markets forecast elections — and when do they outperform traditional polls? A clear, educational breakdown for curious minds.
阅读约 7 分钟8 个章节
预测市场
What Is Implied Probability? A Clear Guide for Market Thinkers
Implied probability converts market prices into the odds the market assigns an outcome. Learn how to read it, calculate it, and think critically.
阅读约 4 分钟5 个章节
预测市场
What Is Polymarket? A Clear Guide to Prediction Markets and How They Work
Polymarket is a prediction market where prices reflect probabilities. Learn how it works, what you can trade on, and why the data matters.
阅读约 7 分钟10 个章节
预测市场
How to Read Market Probability: A Framework for Thinking in Odds
Learn to read market probability using options IV, futures-implied odds, skew, and Bayesian thinking. Education for serious market participants.
阅读约 8 分钟8 个章节
