A method of directed evolution screening includes selecting a protein expression platform for an evolution target, expressing a key rupture gene configured to trigger droplet rupture, developing gene regulatory circuits to control expression of the key rupture gene as a function of performance of the evolution target, encapsulating expression components in droplets, and triggering droplet rupture by expressing a rupture agent from the key rupture gene.