What are the implications on on device models and how does that change the economics of AI?

What are the implications on on device models and how does that change the economics of AI? https://9to5google.com/2024/03/07/pixel-8-gemini-nano/

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Makes marginal cost of inference go to 0. Makes AI more like traditional software from that perspective if it can be achieved