This is analogous to saying "we're trying to avoid a local maximum where we are required to use expensive chemical propellants in order to fuel our space rocket

This is analogous to saying "we're trying to avoid a local maximum where we are required to use expensive chemical propellants in order to fuel our space rockets; therefore we're going to double down on stuffing them full of larger and larger quantities of gunpowder".