For the first round against a sophisticated opponent (labeled "high"), I'm choosing paper as a strategic opening. Studies show that rock is a common first move in RPS games, so paper would give me an advantage if my opponent follows that pattern. Without any previous moves to analyze, this gives me a balanced starting position for the game.