The text discusses a new AI era focused on superhuman agents learning primarily from their autonomous, continuous interactions with the real world, surpassing prior human-data-based models by leveraging experiential learning and grounded rewards.
A good example of this is using prediction markets to reduce LVR. Prediction markets have incredible capital efficiency for forecasting - even $10K of capital is often enough for high accuracy. Prediction markets should be efficient enough in aggregate that they can be used as on-chain oracles - incorporate exogenous price sources & prevent LPs... See more