Logically explains innovation when its necessary for progress in AI etc. Guess where research ideas win not because they are universally superior, but because

Logically explains innovation when its necessary for progress in AI etc. Guess where research ideas win not because they are universally superior, but because they are suited to available hardware and software. So closer collaboration between hardware, software, and machine learning research communities is necessary for progress in artificial intelligence, and that historical specialization in early computers was out of necessity rather than intrinsic superiority of customized hardware. Today, researchers tend to think of hardware, software, and algorithms as three separate choices, but closer collaboration is needed for the development of true artificial intelligence.