IOTA (Incentivized Orchestrated Training Architecture) is a groundbreaking framework for pretraining large language models across heterogeneous, unreliable, and permissionless machines. Using data- and pipeline-parallel architecture, it accelerates training while reducing hardware requirements for participants. The system enables miners to compete in processing activations while validators verify work through spot-checks.