FLock.io

FLock.io coordinates model training, validation, and distribution through blockchain incentives. In AI Arena, developers compete on model quality against a shared validation dataset, while validators score submissions and participate in reward allocation.

FL Alliance supports federated learning in which participants fine-tune a shared model on local data and submit parameters for aggregation without publishing the original datasets. The mainnet, FL Alliance client, and model platform are live, but parameter protection depends on the selected configuration, making the previous claim of mandatory zero-knowledge aggregation too broad.