It's Valentine's Day and love is in the air at boot camp. A prancing cupid finds his way into the kitchen and the recruits learn how to make sweets for their sweeties. First, the recruits have to test their ability to whip cream - over their Chef's head- and create molten chocolate cakes. For the main dish challenge, the recruits have to make a swoon-worthy multi-component dessert to win over Anne Burrell and Tyler Florence's affection. In the end, the romance will be over for two of them and the Chefs will each have to break up with one of their recruits.

The remaining recruits are put to the test by playing "Remote Control Chef," in which they must taste a dish put in front of them and describe it to Anne Burrell and Tyler Florence to recreate. For the main dish challenge the recruits tackle their most difficult task yet, making fresh pasta from scratch. The recruits have the guidance of two very special guests to help them with their cooking, Italian nonnas with years of pasta making experience. The top recruits earn a spot in the semi-finals next week.