John von Neumann’s late work on self-reproducing automata established that threshold complexity governs information machines: below a critical threshold, an automaton can only produce simpler copies of itself, but above that threshold, machines achieve open-ended evolutionary capacity and unbounded organizational complexity. marginalrevolution.com