Single step learning is the simplest form of reinfercement learnng, basically stimulus response learning producing a next response based on the current situation. However, this can only work when the feedback is immediate, more sophisticated methods are needed when the current action might lead to rewards or costs further in the future.
Used on Chap. 16: page 376