Abstract Causal models find application in almost all areas of science, and they often support the development theories that are straightforward testable. Yet scientists also observe things surprise them. Fascinated by such observations, learn to admire playful aspects life, as well its creativity diversity. Under these circumstances, a compelling question arises: Can causal explain life’s dive...