Once is enough: Helping robots learn quickly in new environments

Alone at home, your bones creaky due to old age, you crave a cool beverage. You turn to your robot and say, "Please get me a tall glass of water from the refrigerator." Your AI-trained companion obliges. Soon, your thirst is quenched.