Late surrender in Atlantic City Blackjack offers a strategic advantage by allowing players to reclaim half their wager if they believe they are likely to lose to the dealer's hand. This option, used wisely, can minimize losses over time, especially against strong dealer up cards like 9, 10, or Ace.