"The first cut of the episode ran 37 minutes long and the producers were tasked with cutting the footage down to 22 minutes.Executive producer Greg Daniels considered making the episode a two-parter, one focusing on the Alliance and another focusing on Meredith's birthday party, but the appearance of party hats in the Alliance-only scenes caused him to nix this idea.