In this section we analyze the use of knowledge integration(KI) for the solution of the problem of forgetting in the course of learning. Namely KI can be used to forget some previously learned rules. In order to better describe our ideas about the application of the KI methodology we present two scenarios of machine learning processes :- a single-agent and a multi-agent environment.