>Prices should get cheaper. That's a progress dividend. We get better at growing food every year, why shouldn't food get cheaper?

This can only really happen if the rate of efficiency gains consistently out pace resource and labor costs, such that the marginal cost of delivering produce to market is flat or decreases for the farmer over time.