AlphaWin provides a prediction tournament platform where contributors submit financial models trained on anonymized datasets. These models contribute to a global meta-model that guides capital deployment. The platform uses obfuscated datasets to ensure generalizability and prevent overfitting, creating robust predictive models through collective intelligence.