SourceLearn, a new learning mechanism for developing reusable source-specific competence in large language model agents, improves understanding of persistent authoritative sources by representing this competence with a persistent source model and using two complementary learning mechanisms: Self-Directed Source Learning and Task-Guided Source Learning.