Vitalik Buterin, a prominent figure in the cryptocurrency world, has emphasized the importance of self-sovereign computing by running AI models locally on personal devices to safeguard data privacy. According to NS3.AI, this method faces limitations due to hardware constraints and does not cater to the requirements of large-scale AI deployments that necessitate substantial GPU resources. To address these challenges, decentralized compute networks that aggregate global underutilized hardware present a scalable and cost-effective solution. This approach aligns with the principles of decentralization inherent in cryptocurrency, fostering both independence and growth.

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