TL:DR; Moore's law can no longer be counted on for performance gains, so speeding up things will now be dependent on replacing general purpose hardware with hardware specifically designed to implement specific algorithms.
Of course work on custom chips has been going on as long as chips were a thing. The article just underlines that this is now pretty much the only way forward.