pmcrypto.blogEssays on how on-chain prediction markets work

Essays

Arguments about where prediction markets are going.

  1. AI Agents in Prediction Markets: Accuracy, Manipulation, Disputes

    AI agents already trade prediction markets through Polymarket's SDKs and agent skills, Olas's Polystrat and Public's Kalshi tie-up, and machine-run wallets placed 63% of Polymarket trades in a year to August 2026. Our view is that agents improve deep, numeric markets and raise manipulation and dispute risk in thin markets that settle on wording.

  2. Prediction Market Volume Is the Wrong Headline Number

    Reported volume is the wrong headline metric for prediction markets. In our November 11, 2026 pull, 68.9% of Kalshi's 24-hour volume came from contracts that open and close within a day, and Polymarket's intraday crypto series did 18.1% of its volume on $26,229 of open interest. We propose open interest plus contested depth.