Stir so they are all coated in the oil, then reduce heat to medium low. Cook, stirring occasionally, until they turn a deep, rich, golden hue - about 20 minutes.
After the marinara sauce has cooked, taste and season with more salt and pepper if desired, then remove from the heat and let cool slightly before using immediately.