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Re:'Fifth Generation' Became Japan's Lost Generation (1992) by gwern on Tuesday March 20, 2018 @10:29PM (#16634812)
Specialized hardware/generalized hardware is one of the classic 'wheels of reincarnation' in computer tech: http://www.cap-lore.com/Hardware/Wheel.html

But looking back over the last 20 years, at least for the silicon paradigm, I think we may finally be in the last turn of the wheel. The trend back towards specialized hardware (for audio, video, encryption, NN, servers vs smartphones) seems fairly inexorable. There's no CPU architecture remotely on the horizon which is general and blows away everything else for flexibility and speed. Even specialized hardware like GPUs are starting to see their lunch eaten by ultra-specialized ASICs and TPUs.

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