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Like with all things, that extrapolation of the upslope fails to consider that fun isn't infinite (I hate this fact of life.) So there's a time when bigger=smarter, and there is a time when the diminishing returns on how much smarter you get for your bigger, and at that equilibrium, suddenly smarter=smarter.
We'll get there.
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We were only scratching the surface when I was in college, but everyone imagined inference would be much cheaper/more efficient than it ended up being.
If bigger=smarter forever, edge inference will always be relatively slow/dumb.