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Bagel Labs is an Artificial Intelligence Research Lab developing novel methods for distributed training of frontier diffusion models on commodity hardware. Our work enables training of state-of-the-art generative models for robotics, video, and world modelling across heterogeneous hardware, unlocking compute capacity that current training architectures can't touch.