An interactive tool demonstrates derivative-free optimization by tuning espresso shot parameters (grind, dose, temperature, time) to achieve optimal extraction (~20%) and brew ratio (~1:2). Trust-region methods like PRIMA_BOBYQA find good recipes within ~12 pulls while random search struggles, illustrating why sample-efficient optimization matters for expensive black-box tuning problems.