In the case of dark fiber the hardware was fine, wavelength division multiplexing was created which increased capacity by 100x in some cases crashing demand for new fiber.

I think OP is suggesting AI algorithms and training methods will be improve resulting in enormous performance gains with existing hardware causing a similar surplus of infrastructure and crash in demand.