τemplar is a decentralized training framework enabling large-scale AI model training across heterogeneous compute resources over the internet. By connecting diverse computational nodes through carefully designed incentive mechanisms, it makes collaborative model training possible while ensuring honest participation. The system coordinates miners who train on data subsets with validators who evaluate contribution quality and assign rewards accordingly.