These cookies get their deep, complex flavor from two main sources: a high ratio of dark brown sugar and butter that has been browned. Browning the butter is not an optional step here; it's what gives the cookies their signature nutty, caramel-like foundation. The dough requires a significant chill time, which is critical for preventing spread and developing flavor.