While the nonequilibrium nature of life allows departure from equilibrium statistical physics toward infinitely many directions, life often prefers a particular direction over all other possibilities in the design space.

I quantify such design principles of life by measuring the living systems’ departure from a reference point fixed by theoretical models and also comparing them with learning machines.