> It happens to literally every existence of life across the universe because the final emergent property of energy gradients 100% leads to pure logic machines.
This sentence has way too many assumptions doing the heavy lifting.
“Pure logic machines” is not a thing because literally, there are things that are uncomputable (both in the sense of Turing machine’s uncomputability, and in the sense that some functions are out of scope for a finite being to compute, think of Busy Beaver)
To put it the other way, your assumption is that machines (as we commonly uses the term, rather than scifi Terminator”) are more energy efficient than human in understanding the universe. We do not have any evidence nor priori for that assumption.