Incentivized Orchestrated Training Architecture (IOTA) is a framework for pretraining large language models across a network of heterogeneous, unreliable, permissionless and token incentivized machines. IOTA employs a data- and pipeline-parallel architecture to accelerate training and reduce hardware requirements for participants.