Nope, Epoch.ai thinks we have enough to scale till 2030 at least. https://epoch.ai/blog/can-ai-scaling-continue-through-2030
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https://metr.org/blog/2025-03-19-measuring-ai-ability-to-com...
He’s wrong we still scaling, boys.
You need a different analysis. Maybe more like this
https://www.census.gov/library/visualizations/interactive/te...
Or this:
> While U.S. teachers make 58% of their counterparts’ salaries, Finnish teachers make 92% of the salaries of similarly educated professions. This trend follows with other countries ranked highly in the World Happiness Report. Teachers in Denmark (ranked #2 in World Happiness) make 81% of their counterparts’ salaries and teachers in Sweden (ranked #4) make 74% of their counterparts’ salaries.
https://www.ednc.org/perspective-how-the-worlds-happiest-cou...