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AI Scaling Laws


There has been an increasing amount of fear, uncertainty and doubt (FUD) regarding AI Scaling laws. A cavalcade of part-time AI industry prognosticators have latched on to any bearish narrative the…

A cavalcade of part-time AI industry prognosticators have latched on to any bearish narrative they can find, declaring the end of scaling laws that have driven the rapid improvement in Large Language Model (LLM) capabilities in the last few years. Source: CPU transistor densities, clock speeds, power and performance from 1970-2015 – Charles Leggett The end of Moore’s Law is another wall that with which the semiconductor industry has contended, but this debate has been quieter lately as AI pioneers like Nvidia have provided massive compute gains by scaling along a few entirely new dimensions. Source: NvidiaAs with computer enthusiasts in 2004, mainstream analysts and journalists are missing the forest for the trees: despite the slowing down of one trend, the industry collectively remains moving forward at a breakneck pace due to other new emerging paradigms that are ripe for scaling and expansion.

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AI Scaling Laws