Not even GAI can beat known physics unless new physics come into play.
I do not see how physics prevents huge changes in our technology. We cannot say we know almost everything about nature at all.
Examples: room temperature superconductivity, efficient solar cells, quantum computer and much more.
Not necessarily: https://en.wikipedia.org/wiki/Technological_singularity