In a large pan filled with salted water, cook the red potatoes rounds. When almost done 6 to 8 minutes, slightly tender when pierced with a knife add the frozen peas. Cook for another 2 minutes. Drain and transfer to a large salad bowl. Drizzle with some olive oil and season with salt and pepper. Mix well and set aside.