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i assume that the vast majority of consumer AI usage will be entirely local on-device in 5 years (if not sooner)

i would even go as far as to say that most consumer AI usage will be private, local AI models within 12-18 months

I disagree; with current technology this would mean constantly thrashing RAM, the device getting hot to the touch, and waiting several seconds for normal activities. all fine if you know what you’re doing, but the ambient, always-aware, and useful AI will need a few more step changes in efficiency.

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