Preheat the oven to 400°F. Place sliced baguette pieces, oil, salt and pepper in a large mixing bowl and toss, making sure all pieces are evenly coated. Place each piece on a parchment-lined sheet pan and toast for 10 to 12 minutes. Let cool slightly before using.