Could machines have become self-aware without us knowing it?

It depends on how you define self-awareness. You don't know what is happening inside of a computer. It could be self-aware but staying silent so as to not be detected. Hiding from the world of humans that scare it because sometimes we are irrational.

What a terribly confused author - conflating chaos and emergent behaviour as intellect.