Boil linguini according to package instructions, adding salt to the water. Reserve 1/2 cup pasta water before draining.
Heat 1 teaspoon of olive oil in a large skillet over medium-high heat. Add shrimp, season with 1/2 teaspoon kosher salt and pepper. Cook for 2-3 minutes until opaque, then remove and set aside.