Prediction Market Agents: Strategy & Architecture Guide

This skill provides a complete framework for understanding, building, and monetizing AI agents that operate in prediction markets. It covers the market landscape, technical architecture, strategy selection, risk management, business models, and the current tooling ecosystem.

For deep reference on specific topics (project directory, strategy math, tooling details), see references/deep-reference.md.

1. Prediction Market Landscape (2025–2026)

Prediction markets are financial mechanisms for trading on future event outcomes. Contract prices reflect collective probability judgments. Their effectiveness comes from combining crowd wisdom with economic incentives — real-money bets aggregate dispersed information into price signals, reducing noise.

Key Platforms

Polymarket — Crypto-native, global

• Hybrid CLOB architecture: off-chain matching, on-chain settlement
• Non-custodial, decentralized settlement
• Strongest for: long-tail events, crypto-native users, global access