For instance, while we all think that decentralized compute networks (DePIN) can help counterbalance the GPU accumulation games dominated by big tech platforms, the reality is that the pre-training and fine-tuning requirements of large foundation models require concentrated GPU topologies with massive communication buses.
Foundation models need to be adapted to run in decentralized infrastructures. Mostly every path to decentralized AI is dependent on flavors of these four ideas.
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