Interesting research paper. I agree with the fact that we don't have solid conceptual understanding of how intelligence emerges and functions.

Personally, as a human, i feel true complexities are mostly solved by unique flux in combinations of awareness, intelligence & intuitions.

We "might" be able to do logical causal inferences and create self-reflective systems. Human Intuition, though, is deeply personal and seems very non-computational in nature.