After I boil a batch, I drain and refill the pot with cold water. I keep a second smaller pot to the side with hot water. Before peeling, each egg goes into the hot water for as long as it takes me to peel the one before.

I suspect the heat both softens the membrane, and enlarges the shell, pulling it away from the white.